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Graduate College Dissertations and Theses Dissertations and Theses
2018
Analysis of surface crystals on soft washed rindcheeses using polarized light microscopy and theireffect on the sensory perception of grittinessPatrick PolowskyUniversity of Vermont
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Recommended CitationPolowsky, Patrick, "Analysis of surface crystals on soft washed rind cheeses using polarized light microscopy and their effect on thesensory perception of grittiness" (2018). Graduate College Dissertations and Theses. 864.https://scholarworks.uvm.edu/graddis/864
ANALYSIS OF SURFACE CRYSTALS ON SOFT WASHED RIND CHEESES
USING POLARIZED LIGHT MICROSCOPY AND THEIR EFFECT ON THE
SENSORY PERCEPTION OF GRITTINESS
A Thesis Presented
by
Patrick Polowsky
to
The Faculty of the Graduate College
of
The University of Vermont
In Partial Fulfillment of the Requirements
for the Degree of Master of Science
Specializing in Nutrition and Food Sciences
May, 2018
Defense Date: March 19, 2018
Thesis Examination Committee:
Paul S. Kindstedt, Ph.D., Advisor
John M. Hughes, Ph.D., Chairperson
Catherine W. Donnelly, Ph.D.
Cynthia J. Forehand, Ph.D., Dean of the Graduate College
ABSTRACT
With the rising popularity of artisanal cheese in the United States, the soft washed
rind category has emerged as a fast-growing segment of the marketplace. There is much
anecdotal evidence to suggest a common sensorial defect in soft washed rind cheese is a
gritty/sandy texture attributed to crystal growth on the rind of these cheeses
A preliminary study was undertaken to develop a set of criteria to visually identify
crystals found on soft washed rind cheeses. Single crystal identities were presumptively
determined using polarized light microscopy (PLM), and cross-checked using powder x-
ray diffractometry (PXRD). Two distinct crystal groupings were determined based on
these metrics. Group 1 crystals had high birefringent coloring, angle of extinction (AE) ≈
90°, and were smaller and less circular than Group 2 crystals (P<0.05). Group 2 crystals
had no birefringent coloring and AE ≈ 18°. Using established mineralogical data, Group 1
and Group 2 crystals were identified to be struvite and ikaite, respectively. These
crystalline bodies are situated in an amorphous cheese matrix (i.e. smear), which create
difficulties when examining via PLM and PXRD, leading to high background noise. To
remedy these issues, a novel method for harvesting crystals was developed. Smear
scrapings were immersed in NaOH (pH=10) to dissolve smear material, which resulted in
improved PLM and PXRD performance.
A subsequent observational study was conducted to understand the prevalence of
surface crystals and grittiness associated with washed rind cheeses sourced from the U.S.A.
and Europe. Crystal types were identified via PXRD and PLM. Crystal size and shape
(circularity) metrics were determined via PLM and image analysis. A descriptive sensory
panel (n=12) was used to evaluate grittiness presence and intensity. Identified crystal types
included ikaite, struvite, calcite, and brushite. Mean crystal length and area ranged from
~30μm to ~1100μm, and ~500μm2 to ~200,000μm2, respectively. Sensory perception
threshold for grittiness occurred at a mean crystal length of ~70μm and mean crystal area
of ~2900μm2. Below these threshold levels, cheeses presented with negligible grittiness.
Above these threshold levels, grittiness was highly correlated with crystal length and area
(r=0.93 and 0.96, respectively; P<0.001). These results indicate surface crystals have a
direct impact on the sensorial quality of soft washed rind cheeses.
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ACKNOWLEDGEMENTS
I would like to express my sincere gratitude to my advisor, Dr. Paul Kindstedt, who
pushed my intellectual boundaries and shepherded me along my academic journey. I
consider it a great privilege to have had the chance to work with such a titan of the dairy
world.
Much appreciation and gratefulness to Dr. John Hughes, whose guidance and
know-how made this work possible. His passion and expertise for crystallography inspires
me to continue to seek ways that disparate fields can be intermingled.
Many thanks to Dr. Catherine Donnelly for her encouragement and providing
invaluable feedback along my journey.
I must recognize Dr. Gil Tansman for his friendship and mentorship. His
enthusiasm, curiosity, and knowledge was the solid foundation on which this work was
built.
Many thanks to Jasper Hill Farm and The Cellars at Jasper Hill for their support. I
could not ask for a better industry partner in conducting this work.
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TABLE OF CONTENTS
Acknowledgements ............................................................................................................. ii
List of Tables ..................................................................................................................... iv
List of Figures ..................................................................................................................... v
Chapter 1: Comprehensive Literature Review .................................................................... 1 Mineral Components of Milk and Cheese ...................................................................... 1 Microbiology and Physico-Chemistry of Washed Rind Cheeses ................................... 4 Basic Dynamics of Crystallization and Biomineralization ........................................... 12 Potential Surface Crystal Dynamics on Washed Rind Cheeses .................................... 17 Sensory Perception of Grittiness in Relation to Dairy Products ................................... 23 Historical Aspects of Cheese Crystals .......................................................................... 25 Basics of Polarized Light Microscopy .......................................................................... 31 References ..................................................................................................................... 35
Chapter 2: Characterization and presumptive identification of surface crystals on smear ripened cheese by polarized light microscopy ................................................ 47
Abstract ......................................................................................................................... 47 Introduction ................................................................................................................... 49 Materials And Methods ................................................................................................. 52 Results And Discussion ................................................................................................ 56 Conclusions ................................................................................................................... 63 Acknowledgments ......................................................................................................... 64 References ..................................................................................................................... 65
Chapter 3: Size, Shape, and Identity of Surface Crystals and their Relationship to Sensory Perception of Grittiness in American Artisanal and European PDO Soft Smear Ripened Cheeses ............................................................................................. 77
Abstract ......................................................................................................................... 77 Introduction ................................................................................................................... 78 Materials And Methods ................................................................................................. 81 Results ........................................................................................................................... 86 Discussion ..................................................................................................................... 89 Conclusion .................................................................................................................... 95 Acknowledgments ......................................................................................................... 95 References ..................................................................................................................... 96
Comprehensive Works Cited .......................................................................................... 111
Appendix A: Supplementary Diffractorgrams ................................................................ 126
Appendix B: Supplementary PCA Figures ..................................................................... 138
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LIST OF TABLES
Table 1. Mineral composition in milk. Adapted from Lucey and Horne 2009. ................. 1
Table 2. Mineral contents of common cheese varieties. Adapted from Zamberlin et al. 2012. ............................................................................................................................ 3
Table 3. Microbes isolated from rinds of smear ripened cheeses. Adapted from Wolfe et al. 2014 and Hohenegger et al. 2014. ...................................................................... 4
Table 4. Solubility, hardness, and crystal system of crystal phases found on washed rind cheese. Larger pK values indicate less soluble minerals. .................................. 17
Table 5. Crystal combination summary and explanations. ............................................... 21
Table 6. Select optical properties for isotropic and anisotropic (uniaxial and biaxial) crystals. Adapted from Carlton 2011. ........................................................................ 33
Table 7. Cheese sample compositional information. Results are from triplicate measurements from duplicate wheels of cheese. ....................................................... 68
Table 8. Crystal grouping results from image analysis of polarized light micrographs. N refers to the number of crystals analyzed in each grouping. ................................. 69
Table 9. Comparison of crystal size and shape between the two harvesting techniques. . 70
Table 10. Summary of crystal identification results from powder X-ray diffractometry (PXRD) and tentative identification from polarized light microscopy (PLM). ......... 71
Table 11. Attribute lexicon used for descriptive sensory analysis. . ............................... 100
Table 12. Production location and compositional information of cheeses surveyed in this study. Means and standard deviations (SD) are results from triplicate measurements from duplicate wheels of cheese. ..................................................... 101
Table 13. Summary of PLM data (crystal length, crystal area, circularity) and PXRD observations (crystals types). SD = standard deviation. .......................................... 102
Table 14. Summary of descriptive analysis data. Data are the means and standard deviations (SD) of panel duplicates. ........................................................................ 103
Table 15. Pearson correlation coefficients and correlation probabilities (in parentheses below) of crystal size/shape data and grittiness sensory intensity for cheeses above grittiness threshold. .......................................................................... 104
Table 16. Chi-square test results: phi-coefficients and (significance probabilities). ...... 105
v
LIST OF FIGURES
Figure 1. Schematic diagram of mineral partitioning in milk. ............................................ 2
Figure 2. Schematic view of reactions occurring in washed rind cheese during ripening. Adapted from McSweeney 2004. ................................................................. 9
Figure 3. Schematic representation of polarized light microscopy technique. ................. 31
Figure 4. Polarized light micrographs captured via the smear scraping method from cheeses A, B, C, and D. Examples of presumptive ikaite crystals labeled with solid arrows. Examples of presumptive struvite crystals labeled with open arrows. Scale bars represent ...................................................................................... 72
Figure 5. PXRD patterns of crystals isolated from cheeses A, B, C, and D via the smear scraping method. Diffractogram peaks are labeled as being characteristic of ikaite (square) or struvite (triangle). Y-axis is using arbitrary units (AU) of counts per second. ...................................................................................................... 73
Figure 6. PXRD patterns of crystals isolated from cheeses A, B, C, and D via the alkaline dispersion method. Diffractogram peaks are labeled as being characteristic of ikaite (square), struvite (triangle), or brushite (circle). Y-axis is using arbitrary units (A .............................................................................................. 74
Figure 7. Polarized light micrographs comparing image quality when the smear scraping technique is employed (A), and when the alkaline dispersion method is used (B). Scale bars represent 250µm. Viewed under quartz filter. .......................... 75
Figure 8. Polarized light micrograph captured using the alkaline dispersion method. Example of presumptive ikaite showing multi-generational growth. First generation (solid arrow) can be seen encompassed by second generation (striped arrow). Presumptive struvite showing possibility of resorption/dissolving into aqueous phase (open arrow). Scale bar represents 75µm. ......................................... 76
Figure 9. An example PXRD pattern captured from crystals isolated from cheese E. Characteristic peaks of ikaite and struvite are marked with squares and triangles, respectively. AU=arbitrary units. See Appendix A for diffractograms from each cheese. ...................................................................................................................... 106
Figure 10. Polarized light micrographs of crystals isolated from cheese smear material. Presumptive crystals of ikaite (solid arrows) and struvite (hollow arrows) are shown. Panel A contains crystals high in circularity (rounder crystals) while panel B contains crystals lower in circularity (more boxy or needle-like crystals). Scale bars represent 250µm. .................................................. 107
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Figure 11. Principal component analysis (PCA) bipot of cheese compositional data, sensory data, and crystal size/shape metrics. Letters represent cheese samples. PC 1 and PC 2 are shown. ....................................................................................... 108
Figure 12. Mean grittiness scores for cheeses used in this study. Error bars show one standard deviation from mean. Cheeses with grittiness value below sensory threshold had at least 75% of panelists indicate ”0” for grittiness. ......................... 109
Figure 13. Mean crystal area and mean crystal length measurements for cheeses used in this study. Error bars show one standard deviation from mean. .......................... 110
Figure 14. Contribution of variables to PC 1. Red line indicates 10% contribution. ..... 138
Figure 15. Contribution of variables to PC 2. Red line indicates 10% contribution. ..... 138
Figure 16. Contribution of variables to PC 3. Red line indicates 10% contribution. ..... 139
Figure 17. Contribution of variables to PC 4. Red line indicates 10% contribution. ..... 139
1
CHAPTER 1: COMPREHENSIVE LITERATURE REVIEW
Mineral Components of Milk and Cheese
MINERAL CONTENT OF MILK
The approximate mineral content of milk is 8-9g/L (Gaucheron 2005); however,
exact mineral content is dependent on species, breed, point in lactation cycle, and animal
nutrition/health (Lucey and Horne 2009). Milk contains many different minerals in various
forms. Major cationic minerals include potassium, calcium, sodium, and magnesium.
Major anionic minerals include phosphorus/phosphate (organic and inorganic), citrate,
chloride, and carbonate (Lucey and Horne 2009). Of present interest in this discussion are
the minerals calcium, phosphate, and magnesium. These have structural implications in
cheese texture development (Lucey and Fox 1993; Cooke and McSweeney 2017), and have
been identified in crystals occurring on the surface of soft washed rind cheeses (Tansman
et al. 2017b, c). Table 1 shows the general mineral composition of milk.
Table 1. Mineral composition in milk. Adapted from Lucey and Horne 2009.
Cationic
Mineral
Concentration
(mg/L) Anionic mineral
Concentration
(mg/L)
Potassium 1210-1680 Inorganic phosphorus (as PO4) 1800-2180
Calcium 1040-1280 Citrate 1320-2080
Sodium 350-600 Chloride 780-1200
Magnesium 100-150 Total phosphorus (PO4) (all forms) 930-1000
Carbonate (including CO2) ~200
MINERAL EQUILIBRIUM IN MILK AND CHEESE
Calcium, phosphate, and magnesium exist in soluble and insoluble forms in milk
and cheese (McSweeney 2004). Calcium and phosphate are primarily partitioned between
casein-associated insoluble colloidal calcium phosphate (CCP), and a soluble aqueous
phase (Figure 1). Roughly two-thirds of these minerals exist as CCP, while one-third is
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soluble in milk (Lucey and Horne 2009). Magnesium follows a similar pattern, but occurs
at much lower concentrations than calcium and phosphate (Zamberlin et al. 2012). The
soluble forms of calcium and magnesium are often complexed with other minerals such as
citrates and phosphates (Cooke and McSweeney 2017).
Figure 1. Schematic diagram of mineral partitioning in milk.
This “pseudo-equilibrium” of insoluble and soluble minerals can be affected by
several factors, including acid development and the addition of chelation agents
(Gaucheron 2005). For example, during cheese manufacture, lower pH at whey drainage
will lead to lower overall calcium content due to this solubilization effect (McSweeney
2007). This can be seen in Table 2, where cheeses that develop low pHs during
manufacture, such as brie and cottage cheese, have lower calcium and magnesium contents
than cheeses which employ a sweeter make, such as edam and gouda. Calcium and
phosphate content can also vary widely within a single cheese variety (Kindstedt and
Kosikowski 1988), probably due to differences in the make schedule and acidification
profile.
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Table 2. Mineral contents of common cheese varieties. Adapted from Zamberlin et al. 2012.
Mineral
(mg/100g)
Cheese
Brie Cheddar Cream Cottage Edam Feta Gouda
Sodium 700 670 300 380 1020 1440 910
Potassium 100 77 160 89 97 95 91
Chloride 1060 1030 480 550 1570 2350 1440
Calcium 540 720 98 73 770 360 740
Phosphorus 390 490 100 160 530 280 490
Magnesium 27 25 10 9 39 20 38
CCP can also be dissolved from the para-casein matrix during cheese ripening due
to acid development from starter culture activity, but this process is less efficient than
decalcification during manufacture (Hassan et al. 2004). This relationship between
soluble/insoluble minerals and pH is crucial when understanding how these minerals could
potentially form crystals during the cheese aging process. Minerals play an important role
in overall cheese structure and functionality. CCP cross-links the casein backbone of
cheese and provides rigidity to the overall protein assembly via electrostatic interactions
(Lucey and Horne 2009). As pH decreases, and more acidic environments develop, the
solubilization of calcium and phosphate results in structural changes to the casein
framework, often softening the cheese body. This solubilization and transfer of minerals
from the para-casein matrix to the water phase of the cheese results in a somewhat
demineralized curd body, depending on drain pH (Lucey and Fox 1993). Understanding
how minerals are partitioned in cheese is critical when trying to determine potential
downstream effects such as crystallization and textural softening. In washed rind cheese,
these processes are linked together and have tremendous impact on overall cheese quality.
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Microbiology and Physico-Chemistry of Washed Rind Cheeses
SURFACE ECOLOGY OF WASHED RIND CHEESES
Soft washed rind cheeses are high in moisture, are aged in humid environments for
several weeks, and can become quite low in acidity. During this aging time, a microbe-
laden brine-based washing fluid is scrubbed into the surface. This process leads to the
formation of the characteristic red-orange smear at the cheese surface. The rinds of smear
ripened (i.e. washed rind) cheeses represent a complex ecology of microorganisms that
span multiple genera and species (Brennan et al. 2004). The growth patterns and
interactions of these microbes are now being better elucidated due to improved molecular
genetic techniques. These new insights have identified numerous genera of molds, yeasts,
and bacteria that colonize cheese rinds—many never previously associated with cheese
rinds (Quigley et al. 2012; Wolfe et al. 2014). Table 3 lists everal of the main microbial
genera found within the rinds of washed rind cheeses.
Table 3. Microbes isolated from rinds of smear ripened cheeses.
Adapted from Wolfe et al. 2014 and Hohenegger et al. 2014.
Bacteria Genera1 Fungi Genera1
Arthrobacter†
Brevibacterium†
Brachybacterium
Corynebacterium†
Halomonas
Microbacterium
Pseudomonas
Psychrobacter
Serratia
Sphingobacterium
Staphylococcus†
Vibrio
Aspergillus
Acremonium
Candida†
Chyrsosporium
Debaryomyces†
Fusarium
Galactomyces
Geotrichum†
Kluyveromyces
Penicillium†
Saccharomyces
Scopulariopsis *Not an exhaustive list; alphabetical order.†Major genera
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While cheesemakers often use a prescribed blend of microbes in the production of
washed rind cheeses, many of those genera don’t colonize the surface to a major degree
(Feurer et al. 2004). This could be an indication of an even more complex ecological
environment than once thought. It has been established that many of the genera listed in
Table 1 can be found in various areas of a cheese manufacturing facility, as well as in
different manufacturing facilities entirely (Bokulich and Mills 2013; Wolfe et al. 2014).
This suggests that much of the microbial growth on washed rind cheeses may be a result
of indigenous environmental flora, and not necessarily due to direct inoculation.
These complex microbial networks can have many downstream effects on cheese
chemistry, quality, and flavor (Bockelmann 2011). The metabolisms of these microbes,
and their various extracellular lipases and proteases, results in the formation of various
chemical products. When considering the presence of surface crystals in the rinds of this
cheese variety, surface microbes almost certainly play a critical role. Fairly unusual crystal
types have been found almost universally on washed rind cheeses. Ikaite (CaCO3•6H2O)
and struvite (NH4MgPO4•6H2O) were just recently identified as major crystal phases
present on washed rind cheeses, with calcite (CaCO3) and brushite (CaHPO4•2H2O) also
being identified (Tansman et al. 2017a, c). These crystal types are not only a novel finding
in the dairy technology community, but are also novel to the food community at-large.
(Struvite has been previously identified in canned fish products (Amano 1950)) The surface
microbiota environment of washed rind cheeses is very unique in the food world, but many
of the same genera can be found on a wide number of cheeses (Brennan et al. 2004).
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Therefore, it stands to reason these surface flora influence commonalities across washed
rind cheeses, perhaps crystallization.
BIOCHEMICAL EFFECTS OF SURFACE MICROBES
At the onset of ripening, washed rind cheeses are usually acidic (pH ≈ 5.0–5.6 )
(Brennan et al. 2004). This, combined with the high salt content of these cheeses, usually
prompt the growth of yeast species such as Debaryomyces hansenii (Bonaïti et al. 2004).
This genus, and other related microbes, consume lactic acid and deacidify the surface of
the cheese. A gaseous by-product of this reaction can include carbon dioxide (Bockelmann
2011). CO2 can also be formed due to various other microbial metabolisms, such as
heterofermentative Lactobacilli (Mullan 2000). Many of these surface microbes are also
strongly proteolytic and can create large amounts of ammonia (Karahadian et al. 1987).
This creates a less acidic environment, and pH-sensitive microbes like Corynebacterium
can grow and proliferate. Eventually the rinds of smear ripened cheese become fully
colonized with a menagerie of microbes, often reaching a pH near or above 7 (Irlinger et
al. 2015).
The production of these gaseous components leads to increase concentrations of
carbon dioxide and ammonia in the ripening headspace (Dumont et al. 1974; Gori et al.
2007). These compounds, and their effects on cheese ripening, have been studied at length
in white mold cheeses (Ribadeau-Dumas 1984; Picque et al. 2006), but research of their
effects on soft washed rind cheeses is limited (Tansman et al. 2017a, c). In camembert
cheese it has been observed that carbon dioxide concentration in the ripening headspace
can reach levels of over 20% if no air renewal occurs (Picque et al. 2006). These gaseous
7
components can also be absorbed into the water phase of the cheese body. Do Ngoc et al.
(1971) reported high levels of ammonia in camembert cheeses; they measured
approximately 7-8% of the total nitrogen content to be ammonia.
RADIAL MINERAL MIGRATION AND SOFTENING
While the creation of alkaline conditions and gaseous components (e.g. CO2 and
NH3) are direct effects of microbial metabolism, the accumulation of the other necessary
components of surface crystals involves a more complex phenomenon—radial mineral
migration and subsequent softening/liquefaction. While the softening process and mineral
migration in soft washed rind cheese has only been studied briefly (Tansman et al. 2017c),
a similar process has been studied at some length in surface mold ripened cheeses, such as
brie and camembert (McSweeney 2004). During the ripening of this variety, the surface
molds initiate similar changes as with washed rind cheeses, namely surface deacidification
via lactate metabolization, and proteolysis. The high surface pH values cause minerals such
as calcium and phosphate to precipitate and crystallize at the surface (Metche and Fanni
1978; Le Graet et al. 1983). These calcium phosphate crystals (i.e. brushite) have been
identified and studied previously (Brooker 1987; Tansman et al. 2017b).
These newly formed crystals deplete minerals from the water phase of the cheese,
establishing a concentration gradient. This prompts the migration of minerals from the
cheese center towards the surface, in a radial fashion (Amrane and Prigent 2008). This
results in the observed demineralization and of the curd body (Vassal et al. 1986; Le Graet
and Brule 1988; Tansman et al. 2017b). As soluble minerals migrate towards the cheese
surface, the “pseudo-equilibrium” of soluble/insoluble minerals in the casein matrix is
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likely affected. Minerals solubilize and enter the water phase of the cheese. Key minerals
at play in this process are calcium and phosphate (and magnesium to a smaller degree). As
mentioned above, calcium and phosphate (namely CCP nanoclusters) are crucial structural
elements for the cheese body and their removal can have significant effects on texture
(Lucey and Fox 1993). The high pH environment, coupled with this demineralization, shift
the dominant interactions within the cheese from the type casein-casein to the type casein-
water. Water is absorbed by the casein matrix, which swells and leads to characteristic
softening and liquefaction. While this crystal-induced process has not been observed
directly in these cheeses, there is strong evidence based on related studies. Boutrou et al.
(1999) noted less juice expressed from camembert as the cheese aged, as well as a
concomitant increase in proteolysis products. Also noted was a decrease of calcium and
inorganic phosphate in the juice over time. This lends credence to the possibility of
increased casein-water interactions as a result solubilization and subsequent crystallization
of key structural minerals (i.e. calcium and phosphate). Guo and Kindstedt (1995) noted a
similar observation in mozzarella cheese, with a few crucial differences. They also
observed the amount of expressible serum (ES) diminishing over time but saw an overall
increase in mineral content of the ES. Without crystallization occurring, minerals
solubilized into the water phase of the cheese and exited with the serum. They also make
note of the possibility of salt (NaCl) having a similar effect on the casein matrix. Sodium
ions perhaps displacing calcium, and causing subsequent swelling and water uptake. These
downstream effects of casein-water interactions would help explain the reduced amount of
ES produced as these cheeses aged.
9
In conclusion, the production of gaseous components (CO2 and NH3) and induced
mineral migration (Ca, Mg, and PO4) due to surface microbial metabolic activity frees up
all the necessary components of the crystals types that have been identified on washed rind
cheeses thus far. The supposition is that these crystals allow for the radial softening
phenomena. Figure 2 presents a schematic view of these reactions.
Figure 2. Schematic view of reactions occurring in washed rind cheese during ripening.
Adapted from McSweeney 2004.
It is also worth mentioning that the minerals are not the only components of the
cheese migrating during ripening. Observations of white mold cheeses have indicated that
concentration gradients of lactate also occur due to its surface metabolization and
destruction, resulting in a net movement of lactate outwards towards the surface
10
(McSweeney 2004). Ammonia is a product of surface metabolism and can be absorbed by
the cheese body and slowly diffuse inwards (Spinnler and Gripon 2004). These factors,
combined with those already discussed, contribute to the pH gradient observed—
increasing pH moving outwards towards the cheese surface. Also of note are the effects of
proteolysis on free water at the cheese surface. Surface microbes are known to be very
proteolytic (Brennan et al. 2002). Since the cleavage of peptide bonds requires water,
protein breakdown can lower the total amount of free water. This can concentrate the
minerals in the water phase (Cooke and McSweeney 2017), and perhaps contribute to
surface crystallization.
The aforementioned surface proteolysis and deacidification process is not unique
to white mold cheese. It is important to remember that the action of the surface smear
bacteria of soft washed rind cheeses also results in increased pH values at the cheese
surface. Preliminary studies have shown that a similar crystallization and mineral migration
phenomenon also occurs in soft washed rind cheeses (Tansman et al. 2017c). A major point
of differentiation, however, is the type of crystals being formed. In these cheeses, calcium
carbonate (ikaite and calcite), magnesium ammonium phosphate (struvite), and calcium
phosphate (brushite) have all been observed (Tansman et al. 2017a, c), while only brushite
has been observed on white mold cheeses (Tansman et al. 2017b).
EFFECTS OF STARTER CULTURE
The surface microbiota is only one part of the microbial ecology associated with
washed rind cheeses. Starter culture microorganisms have also been isolated form washed
rind cheeses and washed rind cheese aging spaces (Bokulich and Mills 2013). Common
11
starter culture species include both mesophilic and thermophilic types, such as Lactococcus
lactis, Streptococcus thermophilus, and Lactobacillus helveticus (Johnson 2014). Of note
is that the number of viable starter culture microbes often diminishes greatly during cheese
aging, and other NSLAB dominate (Bokulich and Mills 2013; Blaya et al. 2017). The
relatively low number of starter microbes compared to that of smear microbes probably
indicates that their active role in influencing crystal development is limited. However, the
acid production associated with their metabolism is of crucial importance to cheesemaking
and the resulting mineral content. Cheeses with greater acidification have a lower mineral
content (Zamberlin et al. 2012), and therefore fewer raw materials for crystal formation.
Tyrosine crystals are common in cheeses such as Parmigianino Reggiano (Tansman et al.
2015a). Certain starter culture microbes, such as L. helveticus, are known to be strongly
proteolytic and result in large amounts of free tyrosine (Nakajima et al. 1998; Griffiths and
Tellez 2013). Tyrosine is quite insoluble and will precipitate at a pH range found in most
cheeses (Hitchcock 1924). Whether the presence of tyrosine on washed rind cheeses can
be attributed to L. helveticus, highly proteolytic smear microbes, or a combination of both,
remains an unanswered question.
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Basic Dynamics of Crystallization and Biomineralization
CRYSTAL FORMATION
It is generally accepted that crystallization advances through several stages:
supersaturation, nucleation, and growth (Naka and Chujo 2001; Hartel 2013).
Supersaturation of a solute phase within a solvent generates a driving force for
crystallization, which is heavily dependent on the temperature of the system (Mullin 2001).
Nucleation is generally bifurcated into two regimes: homogeneous and heterogeneous.
Homogeneous nucleation occurs without preferential nucleation sites, while heterogeneous
nucleation occurs at nucleation sites, such as foreign particles or air bubbles (Diao et al.
2011). Recent advents in crystallization research have developed a two-step model for
homogenous nucleation (Hartel 2001). Step one consists of the formation of amorphous
clusters of molecules, which possess some short-order organization, but are not situated in
a crystal lattice yet. These clusters aggregate, grow, and reach a critical size. Step two
consists of reorganization of atoms in these clusters into a crystal lattice (Erdemir et al.
2009). The mechanism(s) of heterogeneous nucleation is still poorly understood, and an
active area of research in surface chemistry (Diao et al. 2011). Crystal growth can occur
due to aggregation of smaller crystals, or by deposition of molecules/atoms into a growing
crystal lattice (Hartel 2013).
Crystallization can be influenced by many different factors: solute concentration,
temperature, pressure, pH, moisture, and the availability of nucleation sites (Agarwal et al.
2006; Tian et al. 2010). Varying any of these factors could influence the type of crystal that
is formed, and can also result in the formation of metastable crystals (Bloss 1994). Several
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of the crystals identified on washed rind cheeses thus far have been a metastable form,
namely the crystal hydrates of calcium carbonate (i.e. ikaite), magnesium ammonium
phosphate (i.e. struvite), and calcium phosphate (i.e. brushite). Calcite, the stable form of
calcium carbonate, has also been observed (Tansman et al. 2017a, c).
FACTORS EFFECTING CRYSTALLIZATION
The formation of certain single crystal species does not necessarily happen directly
from a supersaturated solution. Amorphous precipitation can occur when solute
concentration is very high, and then crystallization can proceed through various
metastable/stable phases (Luft et al. 2011). This has been observed in calcium carbonate
solutions, where amorphous calcium carbonate was formed first, followed by various
metastable forms (Clarkson et al. 1992). In some crystal systems, the growth matrix and
solute concentration can affect how crystallization proceeds (Naka and Chujo 2001).
Numerous chemical kinetic phenomena can also cause metastable forms to preferentially
crystallize, which has been observed during brushite crystallization (Arifuzzaman and
Rohani 2004). Crystallization can also be influenced by the presence of mineral
components that provide a stabilizing effect, but do not take an active role in the crystal
lattice. This effect has been observed in calcium carbonate crystallization, where
metastable ikaite has formed due to the stabilizing effects of phosphates. Stable forms of
crystals, such as calcite, can form from metastable crystal hydrates such as ikaite due to
dehydration of the crystal lattice (Buchardt et al. 2001). It is also possible for
recrystallization to occur. Recrystallization is the formation of a crystal due to the
incomplete/complete breakdown and solubilization of solutes from a different crystal
14
(Gorski and Fantle 2017). Amano (1950) observed sodium phosphate crystals
(Na2HPO4•12H2O) in salmon, and theorized their occurrence resulted from the
recrystallization of struvite crystals, which commonly occur in fish products. The full scope
and extent to which crystallization can be influenced by reaction conditions is outside the
scope of this discussion, but the various factors most certainly play a central role in the
formation of crystals in soft washed rind cheeses.
BIOMINERALIZATION
Biomineralization is the overarching term referring to the process by which living
organisms sequester and bind minerals (Crichton 2012). These types of phenomena are
relatively common in biological systems. Mollusk shells, egg shells, bones, and teeth are
all examples of end products of biomineralization (Cusack and Freer 2008). A subset of
biomineralization is microbial or bacterial biomineralization, where bacteria take an active
role in sequestering minerals as part of their metabolic processes (Konhauser et al. 2008).
This process was first observed by Beveridge and Murray (1976), where a Bacillus subtilis
strain isolated from soil was observed chelating metal ions from growth media. The bound
minerals formed dense aggregates within the cell wall. Later work demonstrated that
negatively-charge carboxyl groups found within Gram-negative bacteria, such as B.
subtilis, were responsible for the binding of metal cations (Beveridge and Murray 1980).
On the other hand, anionic phosphate groups were shown to bind metal ions in cell
membranes by Gram-positive species, such as E. coli (Ferris and Beveridge 1986). This
pioneering work laid the foundation for many metal staining techniques that are used in
transmission electron microscopy (Konhauser et al. 2008).
15
Of interest to the present discussion are instances of pertinent crystals types being
formed via biomineralization. While a large body of research relating to biomineralization
exists within the geological and biological sciences (Konhauser et al. 2008), no research
has been conducted to study its possible relationship to crystallization in cheese. Calcium
carbonate crystals, such as the types found on washed rind cheeses (ikaite and calcite), are
known to occur due to microbial biomineralization. A strain of B. linens associated with
marine environments has been observed forming calcium carbonate precipitates (Zhu et al.
2017). Upon genomic analysis, the authors posited that the precipitation of calcium
carbonate was involved with the quorum sensing effects of free Ca2+ ions. Sanchez-Roman
et al. (2007) observed the formation of both carbonate and phosphate crystals (calcite and
struvite) by several halophilic bacterial genera: Halomonas, Salinivibrio, Marinomonas,
and Marinobacter. Many different species of Halomonas have been observed forming
crystal precipitates, such as calcite and struvite. Rivadeneyra et al. (2006) determined that
over twenty Halomonas species can form crystals. The concentration of salt (NaCl) and
the Mg2+-to-Ca2+ ratio were determining factors in what type of crystals were formed.
Brevibacterium Linens, Halomonas, and Marinomonas have been identified on the rinds
of smear ripened cheeses previously (Wolfe et al. 2014; Hohenegger et al. 2014). Bacterial
cells (Stocks-Fischer et al. 1999; Anbu et al. 2016), fungal hyphae (Luo et al. 2018), and
excreted organic matrices (Dupraz et al. 2009) can serve as nucleation sites for calcium
carbonate minerals. Microbially-induced crystallization of struvite has also been observed
by other bacterial genera (Ben Omar et al. 1998; Prywer and Torzewska 2010). Marine
strains of E. coli have been known to precipitate calcium phosphate (Cosmidis et al. 2015).
16
The association between marine microbes and these crystals types is fascinating,
considering that these crystal types have been previously identified in marine
environments: struvite in fish products (Amano 1950) and wastewater reservoirs (Wu et al.
2005), and ikaite in artic sea water environments (Rysgaard et al. 2012). The dual
occurrence of microbes and crystals in these contexts hint at a commonality between cheese
rinds and marine environments. Wolfe et al. (2014) suggested the use of sea salt might play
a role, as well as the unique chemical conditions of cheese rinds.
17
Potential Surface Crystal Dynamics on Washed Rind Cheeses
The various physico-chemical changes described in the previous sections result in
the formation of a range of solutes which can crystallize when certain conditions are met.
Saturation of the water phase of the cheese and a suitable nucleation environment are
important factors when considering if, and what, crystals will form. Another important
factor to consider is the relative solubilities of the various crystal phases that have been
identified on the surface of washed rind cheeses. As already discussed, previous work has
identified four crystal types on soft washed rind cheeses: brushite, struvite, ikaite, and
calcite (Tansman et al. 2017c). Table 4 shows an overview of solubility constants, Mohs
hardness values, and the crystal systems. It’s important to note that the solubility constants
in Table 4 reflect neutral pH conditions, and will not necessarily correlate with how these
crystals occur in cheese.
Table 4. Solubility, hardness, and crystal system of crystal phases found on
washed rind cheese. Larger pK values indicate less soluble minerals.
Crystal Type Solubility
(pK @ 25°C)
Mohs
Hardness5
Crystal
System5
Brushite 6.591 2.5 Monoclinic
Struvite 13.152 1.5-2.0 Orthorhombic
Ikaite 6.593 3.0 Monoclinic
Calcite 8.484 3.0 Trigonal 1Jokanovic et al. 2014
2Wu et al. 2005 3Bischoff et al. 1993
4Plummer and Busenberg 1982 5Hudson Institute of Mineralogy 2018
While a single type of crystal can be found on soft washed rind cheeses, a
combination of crystals is much more common (Tansman et al. 2017c). By understanding
the crystal formation dynamic individually, we can then begin to understand how
combination of crystals can occur as soft wash rind cheeses age and ripen.
18
BRUSHITE
Brushite, and calcium phosphate in general, is perhaps the most studied crystal type
that occurs on surface ripened cheeses (Le Graet et al. 1983; Brooker 1987; Tansman et al.
2017b). Its mineral components are plentiful in milk and cheese. The high concentration
of these minerals, the aforesaid migration phenomenon, and high surface pH values surely
contribute to the formation of this crystal type. Brushite becomes less soluble at higher pH
values, leveling off around pH = 8 (S-A Johnsson and Nancollas 1992).
The reason(s) why brushite, a metastable form of calcium phosphate, has been
identified in washed rind cheese, but not a more stable form remains unanswered and
warrants further study. The occurrence of this metastable phase highlights the complexities
involved with these crystallization reactions. Perhaps a biomineralization phenomenon is
occurring which preferentially forms brushite. Tansman et al. (2017c) noted a sluggish
accumulation of phosphate on the rind compare to calcium. This was given as a possible
reason for the disappearance of brushite when other crystal phases emerged.
STRUVITE
The mineral origins of struvite result from microbial metabolism (ammonia
dissolving into the water phase forming ammonium), and the accumulation of minerals at
the cheese surface (magnesium and phosphate). As already mentioned, ammonia can be
produced in very high amounts during cheese ripening, which readily dissolves into the
cheese (Do Ngoc et al. 1971). While magnesium is found in much lower quantities in
cheese than calcium (Cooke and McSweeney 2017), struvite has a much lower solubility
than the other calcium-containing minerals found in soft washed rind cheeses (Table 4).
19
Struvite is known to crystallize in a pH range of 6.0 to 13.0 (Kim et al. 2016). Many soft
washed rind cheeses fall well within this pH range (Bockelmann 2011). Biomineralization
may also play a role (Sanchez-Roman et al. 2007).
IKAITE
The formation of ikaite, similar to that of struvite, results from the formation of a
gaseous microbial metabolite (carbon dioxide dissolving into the water phase forming
carbonate), and surface accumulation of a key mineral component—calcium. The buildup
of these components surely exceeds the solubility threshold and they crystallize out,
forming ikaite.
The relatively high moisture of these cheeses and the smear that forms atop them
(Brennan et al. 2004), provide an ample opportunity for the hydrated crystal form to grow.
Also, as already mentioned, the presence of inorganic phosphate can encourage preferential
crystallization of ikaite, as opposed to the usually more stable calcite (Hu et al. 2014).
Solubility of ikaite decreases as pH increases (Giannimaras and Koutsoukos 1987).
Therefore, the gradual alkalization of cheese rinds and accumulation of phosphate could
encourage ikaite crystal formation. Biomineralization may also play a role, as mentioned
above.
CALCITE
The formation of calcite is directly related to formation of ikaite. It’s been shown
that metastable ikaite will dehydrate and change into calcite (Marland 1975). Calcite, as
expected, is also less soluble than its crystal hydrate: ikaite (Table 4). As with ikaite, calcite
20
is also less soluble at higher pHs. Tansman et al. (2017c) showed that calcite can form
before and/or alongside ikaite. This is difficult to reconcile with the accepted ikaite to
calcite pathway, which hints at a complex crystallization system occurring, perhaps with
biomineralization or recrystallization playing a role.
CRYSTAL TYPE AND EFFECT ON GRITTINESS
Although no previous studies have been conducted to determine if a certain crystal
type influences grittiness more than another, we can speculate based on available
information (Table 4). Struvite has a lower Mohs hardness value than the other relevant
crystal types, as well as an orthorhombic structure. The other crystal types (i.e. ikaite and
calcite) have greater Mohs hardness and a monoclinic or trigonal structure. It’s possible
that the differences in size and shape among these crystal types could influence the gritty
mouthfeel associated with their presence.
CRYSTAL COMBINATIONS SUMMARY
There are five mineral components for all currently known surface-situated crystals
on soft washed rind cheeses: calcium, magnesium, ammonia, carbon dioxide, and
phosphate. Table 5 provides a brief overview of the possible crystal dynamics when
multiple types of crystals are present concurrently.
21
Table 5. Crystal combination summary and explanations.
Crystal Phase(s) Mineral Components* Possible Explanation
1 struvite only Mg, NH3, PO4 Mineral migration, microbial metabolism, struvite’s
very low solubility
2 ikaite only Ca, CO2 Mineral migration, microbial metabolism, high amount
of Ca
3 struvite + ikaite Ca, Mg, NH3, CO2, PO4 Combination of 1 and 2 above, stabilizing effect of
phosphates on ikaite
4 struvite + brushite Ca, Mg, NH3, PO4 Like 1 above, lack of CO2 production, excess phosphate
5 struvite + calcite Ca, Mg, NH3, CO2, PO4 Like 3 above, dehydration of ikaite and/or less PO4 for
stability
6 ikaite + struvite +
brushite Ca, Mg, NH3, CO2, PO4 Like 3 above, with excess Ca and PO4
7 ikaite + struvite +
calcite Ca, Mg, NH3, CO2, PO4
Like 3 above, dehydration of ikaite and/or less PO4 for
stability due to advanced struvite formation
8 ikaite + struvite +
calcite + brushite Ca, Mg, NH3, CO2, PO4
Advanced demineralization, advanced microbial
metabolites, prolonged aging, combination of what’s
discussed above *Water not shown
POTENTIAL METHODS TO CONTROL CRYSTAL GROWTH
Several possible ways to regulate crystal growth on washed rind cheese include:
chelation of key mineral components, altering biomineralization phenomena, and
modification of crystal size. The relevant crystal types are all carbonate or phosphate
minerals containing calcium or magnesium. The use of a chelation agent could bind
calcium or magnesium, preventing the formation of crystals. Sodium gluconate is used for
this purpose in cheddar cheese, to limit calcium lactate crystal formation (Phadungath and
Metzger 2011). In a similar vein, addition of crystal inhibitors have been used in ice cream
to prevent excessive ice crystal growth (Damodaran and Wang 2017). As already
discussed, certain microbe species have been observed forming crystals such as ikaite and
struvite (Rivadeneyra et al. 2006). The same species and crystal types have been identified
on washed rind cheeses (Wolfe et al. 2014; Tansman et al. 2017c). Therefore, these
microbes and similar species might be influencing crystal growth. Perhaps targeting the
22
destruction of these microbes, or encouraging the growth of a competitive non-crystal-
forming species could control crystal formation. This may not be feasible due to many of
the pertinent microbes being indigenous to the cheesemaking environment (Bokulich and
Mills 2013). Finally, controlling crystal size may be one method to influence grittiness
perception. It is well established that the rapid growth of a large number of crystals usually
results in very small crystals. While on the other hand, slow growth of fewer crystals results
in larger entities. Moreover, numerous crystals of smaller size might be advantageous to
preventing grittiness. The use of seed crystals has been used to accomplish this in products
such as ice cream (Nickerson 1954). Advanced techniques such as sonocrystallization via
exposure to ultrasound have been used to control crystallization in food systems. The input
of vibrational energy can encourage nucleation and growth (Hartel 2013).
Sonocrystallization has been used to control crystallization of lactose crystals in dried
concentrated cheese whey (Zisu et al. 2014), ice crystals in ice cream (Zheng and Sun
2006), and fat crystallization in anhydrous milk fat powder (Martini et al. 2008). In
conclusion, the aforementioned techniques could all be used to control crystal development
on washed rind cheeses, thereby governing the resulting grittiness.
23
Sensory Perception of Grittiness in Relation to Dairy Products
ORAL PERCEPTION OF PARTICLES AND GRITTINESS
Texture stimuli that are associated with the mouth are collectively known as oral-
tactile sensory sensations (Lawless and Heymann 2010). This includes all interactions
between food and mouth, tongue, teeth, and other oral mucosa. An important part of oral-
tactile sensory response are tribological effects. Tribology refers to the study of friction
and lubrication of interfacing surfaces in motion. In oral processing, interfacing surfaces
include food-tongue, food-teeth, teeth-teeth, and others (Stokes et al. 2013). Of interest to
the present discussion is the perception of particles in the oral-tactile system and the
resulting grittiness. Physiological differences and the tribological effects of the food
matrix/saliva can influence the perception of particles (Guinard and Mazzucchelli 1996).
To further confound the discussion, the size, shape, hardness, and concentration of particles
can also influence the perception of grittiness (Hough et al. 1990; Engelen et al. 2005;
Lawless and Heymann 2010). Tyle (1993) demonstrated that flat particles of varying
hardness were imperceptible up to a threshold of about 80μm, while angular particles were
perceived as gritty in a range above 11μm to 22μm. In other studies, particles as small as
3μm could be perceived, with particles smaller than that contributing to a creamy mouthfeel
(Lawless and Heymann 2010). These large variations in threshold size highlight the
complex nature of the perception of grittiness. Not only can the particles themselves
influence grittiness, the matrix in which they’re found can also influence overall texture.
Larger samples sizes can lead to greater perceived hardness (Cardello and Segars 1989).
Dan et al. (2008) noted that biting dynamics and how samples are chewed can impact oral-
tactile sensory perception as well.
24
GRITTINESS IN DAIRY PRODUCTS AND CRYSTAL SIZE THRESHOLD
Grittiness, graininess, or sandiness have been noted in many different dairy
products: ice and lactose crystals in ice cream (Donhowe et al. 1991; Fidaleo et al. 2017),
protein particles in cream cheese (Sainani et al. 2004), enriched cheddar cheese (Torri et
al. 2016), lactose crystals in Dulce de Leche (Hough et al. 1990), lactose crystals in brown
whey cheese (Jelen 1992), and salt (NaCl) crystals in butter (Hunziker 1920). Hough et al.
(1990) noted a detection threshold range of 45μm to 105μm for sandiness in Dulce de
Leche, depending on the concentration of lactose crystals present in sample. Fewer crystals
of larger size induced a comparable grittiness sensation as smaller more numerous crystals.
A similar threshold of 45μm has been used in the ice cream industry; ice crystals larger
than this size causing grittiness (Goff & Hartel, 2013). In Norwegian brown whey cheese
(i.e Brunost), grittiness can occur when lactose crystals get larger than 100μm (Skeie and
Abrahamsen 2017). In related products such as margarine spreads and chocolate, a crystal
size threshold of approximately 20μm has been used for grittiness occurrence (Vaisey-
Genser et al. 1989; Brooker 1990). As discussed above, crystal size is only one property
that may influence the sensory perception of grittiness. The number of crystals can also
play a role. Sainani et al. (2004) concluded that the grittiness caused by protein particles in
cream cheese can be intensified by a greater number of particles, as well as particles of a
larger size. The viscosity of the matrix in which the crystals are embedded can also play a
role. Lopez et al. (2016) observed the masking of particle perception with increased
viscosity of the dispersion matrix. This could mean the firmness and amount of softening
of a specific cheese may influence perception of crystal-induced grittiness.
25
Historical Aspects of Cheese Crystals
HISTORICAL PRESENCE OF CHEESE CRYSTALS
The first mention of cheese crystals in the American dairy literature probably
occurred in Wisconsin, around the start of the 20th century. Babcock and Russell (1901),
of Wisconsin’s Agriculture Experiment Station, noted that cheddar cheese cured at low
temperatures (<50°F) developed “white specks”. Upon more thorough inspection, many
cheeses kept in cold storage were found to contain these specks. They mentioned that the
usual practice of the era was to avoid storage of cheese at cold temperatures (<50°F).
Cheesemakers believed (erroneously) such treatment would result in a bitter product.
Interestingly, the work by Babcock and Russell in implementing lower storage
temperatures to improve cheese quality probably encouraged the growth of these “white
specks”. A year later, Babcock et al. (1902) performed a series of experiments in order to
determine the factors affecting formation of these specks. They concluded that storage
temperature and salt content of the finished cheese were the main factors determining speck
formation. High storage temperatures (>60°F) and high salt content seemed to limit the
formation of these white specks. Looking at these experiments through the lens of modern
science, it’s highly likely that they were observing the first wide-spread occurrence of
calcium lactate crystals. Cooler temperatures can result in lower solubility and more
pronounced crystallization. Higher salt content will lead to a larger salt-to-moisture ratio
of the final cheese. This can affect starter culture metabolism and limit the growth of these
microbes. With reduced starter culture activity, less acid is developed via fermentation, and
the resulting cheese has a higher pH. These effects were confirmed to reduce calcium
lactate formation over a century later (Agarwal et al. 2008). The first work done to
26
determine the composition of these “white specks” was likely performed at New York
State’s Agricultural Experiment Station by Van Slyke and Publow (1909). Through
chemical analysis, they determined calcium was present within these crystals. Based on the
waxy texture, fat/fatty acids were thought to be another major substituent. The combination
of these phases led Van Slyke to postulate that these crystals were “calcium soaps”. To
account for their occurrence at lower temperatures, Van Slyke made the supposition that
fat was being broken down by “bacteria acting only at lower temperatures” (Van Slyke and
Publow 1909). Up to this point, much of the knowledge of these “white specks” were
isolated in research communities. Researchers noted that the specks were innocuous, and
largely not noticed by the cheese industry. In 1910, “white specks” were described in an
article entitled Cheese Defects in the trade publication The New York Produce Review and
American Creamery (Monrad 1910). This publication was the leading trade journal at the
time, and was in large circulation among the dairy industry. Around the same time, Arthur
Dox of University of Connecticut’s Storrs Agricultural Experiment Station, claimed he
found the first occurrence of tyrosine crystals in cheese (Dox 1911); he noted white
crystalline entities in Roquefort bleu cheese. This determination was made through
exclusionary testing, and the positive chemical identification of phenol groups.
Throughout the early observations of these crystals, visual inspection and
rudimentary chemical testing were the primary analysis methods. By the 1920s,
microscopy techniques began to be employed to further study cheese crystals. Professor
Otakar Laxa, of the University of Chemical Technology in Prague, conducted extensive
microscopic studies of cheese that included many mentions and sketches of crystals (Laxa
27
1926). Laxa noted the presence of leucine, tyrosine, and lactate of lime (calcium lactate)
across many different cheese varieties; crystals appeared to be endemic in alpine-style
cheeses, grana-style cheeses, blue cheeses, and others. A year later, Laxa further studied
the morphological differences of tyrosine and leucine in cheese (Laxa 1927). He indicated
tyrosine, leucine, and their anhydrous forms all had unique structures that could be
identified via microscopy. Several years later, H. H. Sommer of the University of
Wisconsin, captured micrographs of calcium tartrate crystals in processed cheese (Sommer
1930). He concluded this was the cause of sandiness in processed cheese, a common defect
of the period.
Rather serendipitously during this same time period, the discovery and novel use
of X-rays was underway. In 1895, Wilhelm Röntgen observed the florescent effects of
“invisible” cathode rays. This, ultimately, turned out to be the discovery of X-rays (i.e.
Röntgen rays). Shortly thereafter, Sir William Lawrence Bragg and his father developed
Bragg’s Law, describing the interaction of X-rays and crystals (Bragg and Bragg 1913).
This would lay the foundation for X-ray diffraction, and create a field that has been
responsible for some the greatest scientific discoveries of the modern era.
USE OF POWDER X-RAY DIFFRACTOMETRY ON CHEESE
The earliest mentions of X-ray technology used in an agricultural setting were most
likely by Professor George L. Clark of the University of Illinois. (formerly of M.I.T.) He
mentions the use of X-ray imaging by cheesemakers to track the development of eyes (i.e.
holes) in Swiss cheese (Clark 1929). Not too long after, Clark and dairy scientist
collaborators explored the use of powder X-ray diffractometry (PXRD) in dairy
28
technology. Crystalline substances analyzed included: mineral deposits in dairy equipment
and lactose crystals in milk powder (Tuckey et al. 1934). The same group performed PXRD
studies on casein and cheddar cheese, and in the process generated reference patterns (d
values) for crystals of calcium phosphate and calcium lactate (Tuckey et al. 1938a, b). This
led to the first positive identification of the white specks in cheddar, via PXRD, to be
calcium lactate (Tuckey et al. 1938c). McDowall and McDowell (1939) confirmed this
result via chemical analysis, and further stated that the pentahydrate form of the calcium
lactate was identified in cheddar cheese. Shock et al. (1941) published results that indicated
the crystals found within cheddar, via PXRD, to be a mixture of calcium lactate and
tyrosine. The presence of tyrosine may have been due to the advanced age (>2 years) of
the samples they analyzed, which would have had large amounts of proteolytic products.
Dorn and Dahlberg (1942) analyzed canned cheddar cheese and concluded that the crystals
present throughout the body and cheese surface were tyrosine, with a possible calcium
phosphate “impurity”. They conjectured that the previous reports of calcium lactate may
have been due to experimental error, or trace amounts being an impurity contained within
the tyrosine crystals. Although no analytical techniques were used, Jacquet and Saingt
(1952) observed crystals on the surface of a camembert cheese, embedded within a
bacterial (Brevibacterium linens) smear that was present. This may be the first documented
case of finding surface crystals in washed rind (i.e. smear ripened) cheese. They assumed
the crystals to be tyrosine and leucine. Further PXRD studies confirmed the presence of
calcium lactate and tyrosine in cheddar cheese, with the amino acid cysteine also being
identified (Harper et al. 1953). Authors of the time indicated that the chief limitation of
29
PXRD was the need for a crystal concentration of at least 10% in order to be accurately
identified (Harper et al. 1953), which is in stark contrast to the standards of today. This
necessitated the need for chemical identification to be paired with PXRD studies. This
prompted the work by Swiatek and Jaworski (1959), who used histochemical techniques
to identify calcium phosphate in a wide variety of cheese types: Emmental, Tilsit, Trappist,
and Roquefort. Conochie et al. (1960) further used PXRD to identify calcium lactate and
tyrosine in well-aged cheddars. The first PXRD-confirmed presence of brushite was
reported by the same group not too much later (Conochie and Sutherland 1965). They
concluded that the presence of brushite was one of the principal causes of the seaminess
defect in cheddar cheese. Scharpf and Michnick (1967) demonstrated the first use of PXRD
to identify crystals in situ. Processed cheese was loaded into the diffractometer and a
diffractogram was generated. Crystal peaks indicative of disodium phosphate
dodecahydrate were identified, likely caused by the addition of emulsifying salts during
the manufacture of processed cheese. By the 1970s and 1980s, techniques such as PXRD
and electron microscopy were in use to identify cheese crystals (Brooker et al. 1975b;
Severn et al. 1986). The use of PXRD continues into the 21st century, with PXRD being
used to confirm identities of cheese crystals—mainly calcium lactate in cheddar (Chou et
al. 2003; Agarwal et al. 2006). Recent studies have demonstrated the utility of PXRD in
analyzing many different crystal types (e.g. calcium lactate, tyrosine, leucine, ikaite,
struvite, brushite, calcite), across a wide number of cheeses (e.g. cheddar, Parmesan,
Gouda, washed rind) (Tansman et al. 2015a, 2017b, c).
30
USE OF SINGLE CRYSTAL X-RAY DIFFRACTOMETRY ON CHEESE
The presence of single crystals in cheese is a recent discovery. Single crystals of
struvite, ikaite, and calcite have been analyzed via single crystal X-ray diffractometry
(SCXRD) (Tansman et al. 2015b, 2017a). Tansman et al. (2017a) published the structures
of ikaite and struvite. This is the first recorded instance of SCXRD being used in cheese,
and in dairy products at-large. The diffraction artifacts present in the preliminary work of
the aforementioned study demonstrated that the extracted crystals can dehydrate when
exposed to atmospheric conditions. This lends valuable insight into the conditions in which
these crystals grow. The surface smear of washed rind cheeses allows for the growth of
metastable forms of single crystals, which may have use in other disciplines. On a related
note, laboratory-grown single crystals of α-lactose monohydrate have been analyzed via
SCXRD. Beevers and Hansen (1971) found that α-lactose monohydrate is monoclinic.
31
Basics of Polarized Light Microscopy
THEORETICAL BASIS FOR POLARIZED LIGHT MICROSCOPY
Polarized light microscopy (PLM) is a special application of bright-field
microscopy. In simple terms, a light microscope can be retrofitted to perform PLM by the
inclusion of two polarizers within the optical pathway: one between the specimen and the
light source, and the other between the specimen and the observer (Kalab et al. 1995). The
former is referred to as the “polarizer” and the latter is known as the “analyzer”. The
polarizer produces plane polarized light. When the analyzer is in the optical pathway at an
orthogonal angle (i.e. 90°) to the polarizer this is referred to as “crossed polarizers”. In this
arrangement (Figure 3), amorphous materials and the background appear dark, while
crystalline regions will be brightly lit, depending on orientation (Stoiber and Morse 1971).
Figure 3. Schematic representation of polarized light microscopy technique.
32
Building upon this arrangement, other apparatuses may be included in the PLM
process to garner more information about the specimen under examination. Crystal
properties of interest to the present discussion include: angle of extinction, birefringence
(i.e. interference colors), and interference figures. Extinction refers to phenomenon of a
crystal “going dark” or transparent when viewed at certain angles using cross-polarizers
(Dyar et al. 2008). The angle at which extinction occurs is called the angle of extinction
(AE). To facilitate AE measurement a rotating stage is used. Extinction occurs four times
upon a full 360° rotation of the stage (once per 90° rotation). AE = 90° (i.e. 0°) is known
as parallel extinction; AE = 45° is known as symmetric extinction; AE at other values is
known as inclined or oblique extinction (Carlton 2011). Note: extinction, and the other
optical properties discussed here, are properties of anisotropic crystals. The single crystals
identified on cheese thus far have all been anisotropic. Isotropic crystals (i.e. cubic crystal
system) have not been observed as of the writing of this thesis. Birefringence refers to the
differences of refractive indices of the specimen. In other words, the crystal splits the
incoming plane polarized light into two components. The analyzer recombines these
components, and along with constructive/destructive interference, results in different
colorings (Bloss 1961). Although birefringence is being used to refer to coloring in this
thesis, a more appropriate term might be “interference coloring”—which is function of
birefringence, crystal thickness, and orientation (Carlton 2011). Retardation plates may be
put in the optical pathway in order to enhance the optical path different, thereby
intensifying birefringent effects; an example of such a plate is the 1/4λ plate (Stoiber and
Morse 1971). Birefringence/retardation can be measured quantitatively using a Berek
33
compensator, Senarmont compensator, or similar devices (Bloss 1961). Interference
figures are images of light interference viewed at the objective rear focal plane (Dyar et al.
2008). They are useful tools in optical mineralogy and can be used to differentiate crystal
types. A Bertrand lens is used between the observer and microscope objective in order to
see an interference figure. The microscope ocular can also be removed to see an
interference figure (Stoiber and Morse 1971). Interference figures appear as regions of light
and dark with specific color patterns depending on the type of crystal (Table 6). There are
many other properties that can examined during PLM that have not been described due to
being outside the scope of this discussion, such as optic sign, optic axial angle, sign of
elongation, etc. (Carlton 2011)
Table 6. Select optical properties for isotropic and anisotropic (uniaxial and biaxial) crystals.
Adapted from Carlton 2011.
Optical Property1
Isotropic
crystals
(cubic)
Uniaxial crystals
(tetragonal,
hexagonal)
Biaxial crystals
(orthorhombic,
monoclinic, triclinic)
Interference colors Absent Present Present
Birefringence Absent Present Present
Extinction angle Absent Parallel/Symmetric Inclined
Interference figure2 Absent Maltese cross Hyperbola-type 1When viewed under crossed polarizers 2Interference figures may not always be centered within the field of view, and
therefore only portions of the figure will be visible to the observer.
APPLICATION OF POLARIZED LIGHT MICROSCOPY IN DAIRY PRODUCTS
Although PLM can be applied to a wide variety of food products (e.g. starch
granules, fat crystal “bloom” in chocolate, plant cell walls, and muscle fibers; Kalab et al.
1995), this section will focus on PLM used for crystal-containing dairy products. Lactose
is perhaps the most studied crystal in dairy systems; having been studied via PLM for close
to a century (Wherry 1928), and continuing to the current era (Maher et al. 2015). Degree
34
of rotation of polarized light has long been used to estimate lactose in milk products (Goff
and Hartel 2013). However, the inclusion of sugar (i.e. sucrose) in products such ice cream
makes lactose estimation via degree of rotation of polarized light impossible. Although
crystals can be extracted and studied in isolation, PLM observations of crystals often occurs
in situ. Lactose crystals have been studied at length in products such as ice cream,
milk/whey powders, and other dairy products (Hartel 2001). Keller et al. (1943) developed
a set of methods to differentiate lactose crystals, ice crystals, and amorphous materials in
ice cream samples. Thin sections of ice cream were examined via PLM, and the differences
in birefringence made visual identification of lactose vs. ice a simple process. PLM can
also be used to measure crystals in quantitative contexts as well. Since crystals are easily
identifiable in PLM micrographs, the resulting images are suitable for image analysis
(Donhowe et al. 1991; Hartel 2001). The size and amount of lactose crystals were
determined in Dulce de Leche by Hough et al. (1990); these data were than correlated to
the sensory perception of grittiness. Similar work has been conducted in products frozen
dairy products (Donhowe et al. 1991). Crystals from cheese (e.g. cheddar, brie) have been
examined using PLM, but concrete identification using chemical or XRD techniques are
required (Brooker et al. 1975a; Brooker 1987; Morris et al. 1988). Recently, crystals from
the surface of washed rind cheeses have been observed via PLM, but quantification of
crystal size was not conducted (Tansman et al. 2017a).
35
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47
CHAPTER 2: CHARACTERIZATION AND PRESUMPTIVE
IDENTIFICATION OF SURFACE CRYSTALS ON SMEAR RIPENED
CHEESE BY POLARIZED LIGHT MICROSCOPY
P.J. Polowsky,* G.F. Tansman,* P.S. Kindstedt,*1 and J.M. Hughes†
*Department of Nutrition and Food Sciences and
†Department of Geology, University of Vermont, Burlington 05405
1Corresponding author: Paul Kindstedt, 354 MLS Carrigan Wing, 109 Carrigan Drive,
Burlington, VT 05405, 802-656-2935, [email protected]
ABSTRACT
Surface crystallization and radial demineralization of Ca, P, and Mg occur in smear-ripened
cheese. Furthermore, crystals of ikaite, struvite, calcite, and brushite have been identified
in cheese smears by powder X-ray diffractometry (PXRD), and ikaite and struvite exist in
smears as single crystals. Polarized light microscopy (PLM) is a simple, inexpensive, and
well-established method in geology to detect and identify single crystals. However, use of
PLM to presumptively identify cheese crystals has not been reported previously. The
specific objectives of this research were: 1) to presumptively identify crystals in cheese
smears using selected PLM criteria; 2) to compare presumptive identification by PLM
against PXRD; and 3) to develop and evaluate a novel treatment for smear material to
improve crystal analyses by both PLM and PXRD. Duplicate wheels of four cheeses
produced by different manufacturers were obtained from retail sources. Scrapings of
surface smears were prepared and analyzed by PLM and PXRD by previously described
methods. Crystals were categorized by PLM based on angle of extinction (AE),
48
birefringence behavior under crossed polarizers and quartz filters, and size and shape
(circularity) by image analysis. Crystals observed by PLM fell almost exclusively into two
readily differentiated groups based on birefringence behavior and estimated angle of
extinction: Group 1 (n=18) were highly birefringent with AE=88-92°; group 2 (n=28) had
no birefringence with AE=13-26°. Group 2 crystals were significantly larger and more
circular than group 1 crystals. Group 1 and 2 were presumptively identified as struvite and
ikaite, respectively, based on known birefringence and AE characteristics. Struvite was
presumptively identified in all four cheeses by PLM but in only three cheeses by PXRD.
Ikaite was presumptively identified in three cheeses by PLM but in only two cheeses by
PXRD. These discrepancies occurred because the smear scrapings from one cheese
contained excessive amorphous matter that caused extreme background noise, potentially
obscuring diffractogram peaks that may have been present. To minimize noise, smear
scrapings were dispersed in aqueous NaOH (pH 10) prior to analyses, which resulted in
consistent results by PXRD and PLM. The method also rendered high quality images by
PLM. Data suggest that PLM may offer a simple and inexpensive means to identify
struvite, ikaite and possibly other single crystals in cheese smears.
Key words: cheese, crystal, polarized light microscopy
49
INTRODUCTION
Crystals have a dramatic effect on the sensorial and physical properties of many
cheese varieties (Tansman et al., 2015). For example, much research has focused on surface
crystals of calcium lactate pentahydrate and their detrimental effect on the visual
appearance of Cheddar cheese (Agarwal et al., 2006; Johnson et al., 1990). Dense, hard
crystals of tyrosine that form internally in aged Parmesan cheeses have also received much
attention because of their positive impact on the characteristic granular texture that is
considered a defining attribute of the fully mature cheese (Zannoni et al., 1994; Noël et al.,
1996). In contrast, dense, hard internal crystals of calcium lactate pentahydrate that
sometimes occur in Cheddar cheese may be viewed as defects because they are unfamiliar
to many consumers and may be mistaken for foreign objects (Tansman et al., 2015).
In addition to affecting cheese texture and visual appearance directly, crystals may
also indirectly trigger dramatic changes in sensorial and physical properties, as in the case
of soft surface ripened white mold (bloomy rind) cheese varieties such as Camembert and
Brie. pH-induced crystallization of calcium phosphate at the surface of bloomy rind
cheeses sets up a pronounced outward migration of endogenous cheese minerals such as
calcium, magnesium, and phosphorus during ripening (Le Graet & Brule, 1988; Le Graet
et al., 1983; Tansman et al., 2017a). This process leads to demineralization of the curd body
and results in pH-dependent radial softening, significantly affecting the overall texture and
body of the resulting cheese (Metch & Fanni, 1978).
A similar process of radial softening occurs in soft surface ripened washed rind
50
(smear ripened) cheeses. However, in contrast to bloomy rind cheeses, the surface crystals
that form on soft washed rind cheese consist mostly of ikaite (calcium carbonate
hexahydrate), struvite (magnesium ammonium phosphate hexahydrate) and small amounts
of calcite (calcium carbonate), with only minor and evidently transient formation of
brushite (calcium phosphate dihydrate) (Tansman et al., 2015, 2017b,c). Anecdotal reports
from the industry and informal observations by the authors suggest that these surface
crystals can grow to sizes that exceed the sensory perception threshold and cause a gritty
or sandy texture in the rinds of soft washed rind cheeses.
Advances in analytical approaches to identify and characterize crystals in cheese
have helped to fuel a growing interest in cheese crystal research, including several recent
studies that employed new applications powder X-ray diffractometry (PXRD) (Tansman
et al., 2014, 2015; Tansman et al., 2017a,b). A limitation of this technique, however, has
been the presence of high background noise due to the difficulty of removing non-
crystalline cheese material from the harvested crystals, which can make interpretation of
X-ray diffraction patterns difficult and result in unidentified crystal phases (Bloss, 2012).
This difficulty appears to be especially problematical when analyzing surface scrapings
from soft washed rind and bloomy rind cheeses (Tansman et al., 2017a,b).
Polarized light microscopy (PLM), which is a well-known technique in optical
mineralogy and crystallography to study and identify crystals, is another promising
approach that has been recently applied to study cheese crystals (Tansman et al., 2017b,c).
PLM offers a simple and inexpensive, yet powerful analytical approach when crystals
occur as single crystals because the anisotropic nature of single crystals lends them unique
51
identifying features such as angle of extinction and birefringence when viewed using this
methodology (Nesse, 2004). Angle of extinction refers to the specific position that some
crystals go “extinct”, or dark/transparent, when viewed under cross polarized light (Nesse,
2004). Birefringence refers to the coloring some crystals take on when view under cross
polarized light. The type and intensity of birefringence can help indicate crystal type (Dyar
et al., 2008). Single crystals also tend to exhibit characteristic shapes and geometries that
can aid in identification (Bloss, 2012). Image analysis software can be used to quantify the
shape and size of crystals, allowing for robust analysis and differentiation. These crystal
morphologies, along with intensity of birefringence and angle of extinction, can all be used
to tentatively identify specific crystal species.
Previous studies confirmed that the principal surface crystals on soft washed rind
cheeses, namely ikaite and struvite, occurred as single crystals that were readily observed
using PLM under crossed polarizers (Tansman et al., 2017 b,c). The present work now aims
to apply the above criteria to presumptively identify single crystals present on the surface
of soft washed rind cheeses. The specific objectives of this work are three-fold: (1) to
presumptively identify surface crystals on soft washed rind cheese using specific PLM
criteria, (2) to compare presumptive PLM identification against PXRD, and (3) to develop
and evaluate a novel treatment for cheese surface smear material to improve the analyses
of cheese crystals by both PLM and PXRD.
52
MATERIALS AND METHODS
Cheeses Samples
Four different soft washed rind cheese varieties were purchased at local retailers in
the Burlington, VT area. Two wheels of each cheese variety with identical code date and
vat identifier (if available) were obtained and served as duplicate experimental units. All
analyses were performed identically on each of the two wheels for each of the four
varieties. All cheese samples were stored at 3°C for up to three days until analyses were
conducted. A flat-tip pH electrode (Thomas Scientific, Swedesboro, NJ) was used for
surface pH measurements. The probe was placed on three separate rind locations (top, side,
bottom) and measurements were averaged. (6 total pH measurements per cheese variety)
Moisture analyses were conducted in triplicate using a forced draft oven set at 100°C. A
wedge of cheese from each wheel was homogenized in a mortar and pestle. Approximately
2 grams of homogenized sample were weighed into pre-dried and pre-weighed aluminum
pans and then allowed to dry for 24 hours at 100°C, until a constant weight was reached.
(6 total moisture content measurements per cheese variety)
Smear Collection
Smear scrapings were collected from a 1 cm2 section of cheese rind using a metal
spatula. Care was taken to limit the fracturing of crystals. Scrapings were applied directly
to microscope and diffraction slides for PLM and PXRD analyses, respectively, using a
metal spatula and a dissection needle.
53
Alkaline Dispersion
Alkaline dispersions (pH=10) of smears were prepared by submerging a sample of
smear (collected as described above) in 15mL of 0.0001M NaOH (Fisher Scientific,
Pittsburgh, PA) in a 50mL beaker. Beakers were vortexed gently to encourage dispersion
of smear matrix. Alkaline mixtures were allowed to sit at room temperature for
approximately three hours. Crystals that settled to the bottom of the beaker were used for
PLM and PXRD analyses.
Powder X-ray Diffractometry
A zero-background diffraction slide was used for all PXRD analyses. Cheese smear
scrapings were mounted directly on the slide and overlaid with a thin film of mineral oil as
described in previous work (Tansman et al., 2017 b,c). For alkaline dispersion samples,
300μL of crystal-containing smear dispersion liquid (pipetted from the bottom of the
beaker) were applied to the diffraction slide. A tissue (Kimwipes, Kimberly-Clark
Professional, Roswell, GA) was used to absorb excess liquid. Diffractograms were
generated on a Miniflex II powder X-ray diffractometer (Rigaku, The Woodlands, TX)
using a speed of 2° 2θ/min between 5° 2θ and 50° 2θ. Diffraction patterns were compared
to existing reference diffraction patterns archived in the International Center for Diffraction
Data (ICDD) database. Diffractograms were analyzed and compared using the PDXL
diffractometer software package (Rigaku, The Woodlands, TX). The following ICDD
reference cards were used: #01-074-7147 (ikaite), #00-015-0762 (struvite), and #01-074-
3640 (brushite). The experimental diffraction patterns were compared to the reference
pattern from each ICDD card in order to account for all peaks in the experimental
54
diffraction pattern. The absence of additional unexplained peaks indicated all crystal types
were elucidated by the reference patterns within the sensitivity of the equipment and
experimental design. Some experimental diffraction patterns exhibited preferred
orientation, but did not prevent identification of the major crystal phases present in the
experimental samples. Preferred orientation results in diffraction patterns with missing
peaks or peaks of diminished intensity (Klug & Alexander, 1954).
Polarized Light Microscopy
Samples collected by the scraping method were applied to a glass microscope slide
and overlaid with a thin film of mineral oil to prevent dehydration. Samples prepared in
alkaline dispersion were analyzed directly in a beaker to prevent atmospheric exposure of
the crystalline entities. Polarized light micrographs were captured using a Nikon E200POL
microscope (Nikon Corporation, Tokyo, Japan). Samples were viewed under crossed
polarizers. Images were recorded using a SPOT Idea 1.3 MP color camera (SPOT Imaging
Solutions, Sterling Heights, MI). The microscope was equipped with a rotating stage,
which was used to analyze angles of extinction. Observed objects were determined to be
single crystals if they displayed uniform extinction. Video was captured of each field of
view while rotating the stage a full 360°. Angle of extinction measurements were
determined using these videos and an on-screen protractor (Protractor for Mac, Trilithon
Software, New York, NY). Three fields of view (FOV) were used for each duplicate cheese
(6 total images were collected per cheese variety). FOVs were chosen at random by moving
the stage random distances in the x and y directions. Random distances were determined
55
using the “random” package (Eddelbuettel, 2017) in R (version R version 3.3.2; R
Foundation for Statistical Computing; Vienna, Austria).
Image Analysis
PLM images were imported into Adobe Photoshop (Adobe Systems Incorporated,
San Jose, CA) where the crystalline entities were outlined and a black background was
applied. Overlapping crystals, crystals with edges obscured by smear material, and crystals
intersecting the FOV border were not outlined, and not used for any further analysis. The
outlined images were analyzed using Fiji (ImageJ distribution, Schindelin et al. 2012).
Images were converted to 8-bit black and white, and thresholding was applied using the
Li's Minimum Cross Entropy thresholding option (Li & Lee, 1993). The threshold images
were then analyzed using the particle analysis plugin. Metrics of interest (area and
circularity) were collected and recorded for each isolated crystal in each processed image.
Outlined entities smaller than 50 pixels2 were not included due to limited measurement
accuracy when analyzing very small objects.
Statistical Analysis
Crystal grouping data and crystal harvest technique data were analyzed via a one-
way ANOVA. Analyses were performed using JMP Pro 13 (SAS Institute Inc., Cary, NC).
A P<0.05 level of significance was used for all analyses.
56
RESULTS AND DISCUSSION
Cheeses Samples
All cheese samples had surface pH values and moisture contents that were
consistent with the soft washed rind cheese category (Table 7). Surface pH values varied
by approximately 0.5, and moisture content varied by approximately 5% across the
different cheeses. These observed differences are perhaps a result of differences in make
procedure, ripening regimen, and age of the samples at the time of observation.
Polarized Light Microscopy
Extinction angle, birefringence, and image analysis results stratified the observed
crystals into two well-defined groupings (Table 8). Examples of polarized light
micrographs of crystals isolated from smear scrapings are shown in Figure 4. “Group 1”
crystals exhibited an average size and circularity of approximately 5600μm2 and 0.662,
respectively, and were observed in all four cheeses used in this study. These crystals
exhibited angles of extinction in the range of 89.5° to 91.0° (mean = 90.1°) and high
birefringent coloring. “Group 1” crystals can be seen in Figure 4 marked with hollow
arrows. Their birefringence is manifested as bright colors such as blue, orange, teal, yellow,
and green. A common occurrence observed during PLM analyses was a color
transformation of “Group 1” crystals when the microscope stage was rotated. They often
started as bright blue and, upon rotation past extinction (i.e. transparency), transitioned to
bright orange. The use of the quartz (quarter-λ) filter enhances weak birefringent coloring,
and a similar process has been used previously to identify urate crystals, where they showed
57
a characteristic color transformation from yellow to blue (Hardy & Nation, 1984). “Group
1” crystals had an angle of extinction of approximately 90°, which is known as parallel
extinction in the optical mineralogy field (Dyar et al., 2008). The shape of “Group 1”
crystals were often trapezoidal and angular, as confirmed by circularity measurements.
“Group 1” crystals were significantly smaller and less circular than “Group 2” crystals
(p<0.05). The angle of extinction, shape, and birefringent coloring of “Group 1” crystals
are consistent with the mineral struvite, which exhibits parallel extinction (Ellis, 1962), has
a characteristic angular or needle-like shape (Wilsenach et al., 2007), and has similar
coloring (Daudon et al., 2016).
The average size and circularity of “Group 2” crystals was approximately
22000μm2 and 0.708, respectively, and were observed in cheeses A, C, and D. They were
significantly larger and rounder/more circular than “Group 1” crystals (p<0.05). They had
angles of extinction in the range of 13.5° to 24.5°, as well as little-to-no birefringent
coloring. (shown in Figure 4 – solid arrows) The absence of birefringence presents as
crystals having a white coloring. “Group 2” crystals exhibited a mean extinction angle of
18.1°. Angle of extinction not equal to 90° is known as “inclined extinction”. The range of
extinction angles observed for “Group 2” crystals was likely caused by difficulties during
angle of extinction measurement. Round crystals, fractured crystals, and crystals obscured
by smear material make proper orientation and angle measurement more difficult. The
angle of extinction, shape, and low birefringent coloring of “Group 2” crystals are
consistent with the mineral ikaite, which exhibits inclined extinction at an angle around
58
17° (Hesse et al. 1983), has a characteristic round/oval shape, and has similar coloring
(Rysgaard et al., 2012).
Powder X-ray Diffractometry
Diffractograms of smear scrapings (Figure 5) identified crystals in cheeses A, B,
and D. Smear scrapings from cheese A displayed distinctive peaks consistent with struvite
(NH4MgPO4·6H2O) and ikaite (CaCO3·6H2O). Cheese B smear scrapings were found to
only contain struvite crystals. Cheese C smear scrapings resulted in diffractograms
displaying high amorphous background noise with no identifiable crystal peaks. Cheese D
smear scrapings displayed peaks consistent with struvite and ikaite crystals. The absence
of discernable crystal peaks in the diffractograms from cheese C smears (Figure 5C) is at
odds with the “Group 1” and “Group 2” crystals identified as struvite and ikaite,
respectively, during PLM analysis (Figure 4C; Table 10). However, it is important to note
that all of the diffractograms obtained from the two wheels of cheese C displayed extremely
high background noise, even when the analyses were repeated several times. Although
high background was present, to varying degrees, across all analyzed smear samples, the
exceptionally high background noise of cheese C made complete identification more
difficult and increased the possibility of not detecting certain crystalline phases that may
have been present in small amounts. This may possibly explain the discrepancy with cheese
C, which clearly displayed crystals that were presumptively identified as ikaite and struvite
by PLM, but which showed no evidence of crystals by PXRD.
59
Significance of Ikaite, Struvite, and Brushite
Ikaite, struvite, and brushite have all been previously identified in soft washed rind
cheese (Tansman et al., 2015; Tansman et al., 2017b,c). These minerals most likely form as
a result of physiochemical changes during cheese ripening, including radial mineral
migration and gaseous changes of the ripening atmosphere (Tansman et al., 2017 b;
McSweeney, 2004). Crystal formation no doubt plays an important role in cheese softening
and texture development by sequestering important structural components of the casein
matrix such as calcium and phosphate. In addition to changes of the cheese body, crystal
formation may also have an impact on the sensory properties of the cheese surface as well.
Anecdotal reports from cheese makers and mongers point towards surface grittiness
potentially being a common defect among smear ripened cheeses (M. Kehler, Cellars at
Jasper Hill, Greensboro, VT, personal communication). Present results suggest that certain
crystals, especially ikaite, may grow large enough to surpass the sensory perception
threshold and result in the aforementioned grittiness. Vaisey-Genser et al. (1989) estimated
the crystal size threshold for grittiness in margarine spreads to be 22μm, while Hough et
al. (1990) noted a detection threshold range of 45μm - 105μm for sandiness in Dulce de
Leche. A similar threshold of 45μm has been used for the detection threshold of ice crystals
in ice cream (Goff & Hartel, 2013). Figure 4 shows many crystals which exceed the length
of the scale bars shown (250μm). Crystals of this order of size are very likely exceeding
the sensory perception threshold, but further study linking crystal size to sensory response
is needed to ascertain the threshold level of grittiness/sandiness in these cheeses.
60
Presumptive Crystal Identification via PLM
Based on the results from PXRD analyses, and the crystal groupings identified from
PLM images, we make the supposition that “Group 1” and “Group 2” crystals can
tentatively be identified as struvite and ikaite, respectively. The overall crystal types
identified by the different analysis techniques used in the present study are summarized in
Table 10. Presumptive struvite crystals were significantly smaller and less circular than
presumptive ikaite crystals (Figure 4). Presumptive struvite also exhibited high birefringent
coloring and parallel extinction, whereas presumptive ikaite had low birefringence and
inclined extinction (Table 8; Figure 4). These properties are consistent with observations
in our previous work (Tansman et al., 2017b; Tansman et al., 2017b,c) and the optical
mineralogy literature (Ellis, 1962; Hesse et al., 1983). Crystal size and circularity may
change based on the cheese age and crystals fracturing during examination, but angle of
extinction and birefringence are intrinsic properties not dependent on crystal size or shape
(Dyar et al., 2008). Although angle of extinction and birefringence are likely sufficient to
aid in the identification among the small subset of crystals known to occur on the rinds of
smear-ripened cheeses, more advanced optical techniques can be employed. One such
technique is to examine interference figures, which appear as regions of light and dark with
specific coloring depending on the type of crystal (Bloss, 1961). A Bertrand lens is inserted
between the ocular and microscope objective in order to see an interference figure.
Interference figures were generated for presumptive ikaite and struvite crystals, which were
biaxial (-) 2V~40° and biaxial (+) 2V~45°, respectively. This is in agreement with
reference values (Hudson Institute of Mineralogy, 2018). This further confirms the
61
conclusion made using observations of birefringence, extinction angle, and crystal
morphology. These criteria can be used as part of a robust methodology for presumptively
identifying crystal types via PLM, and are standard techniques in the optical
crystallographic of minerals in subdisciplines of geology.
Although PXRD will remain the gold standard for crystal identification, it has
possible drawbacks. The high capital cost and advanced experience needed to interpret
results is often exclusionary for most cheese technology professionals. The presence of
amorphous material can also make PXRD analysis difficult and prevent the detection of
crystalline entities, as evident in Figure 5C.
Alkaline Dispersion Sample Preparation
As a possible remedy to the high amorphous background issue, alkaline dispersions
of each smear scraping were prepared and analyzed via PXRD and PLM. Diffractograms
from each alkaline smear dispersion can be seen in Figure 6. Cheese A smear dispersion
displayed characteristics of struvite, ikaite, and brushite crystals. Cheese B displayed peaks
consistent with only struvite crystals being present. Cheese C displayed peaks indicative
of struvite and ikaite crystals. Cheese D was found to contain struvite and ikaite. Across
all diffractograms, less amorphous background noise was present, as can be viewed by the
lower baselines in Figure 6. Of note is the emergence of diffractogram peaks
corresponding to ikaite and struvite in the alkaline smear dispersion of cheese C (Figure
6C), which were consistent with the presumptive identifications by PLM, but were not
present in the direct smear scrapings (Figure 4C; Table 10). This suggests that the alkaline
62
treatment improved the sensitivity of the PXRD identification by separating the smear
crystals from the amorphous smear material that caused high baseline noise in the direct
smear sample. Also of interest is the emergence of diffractogram peaks corresponding to
brushite in the alkaline dispersion of cheese A. This again could be due to the improved
PXRD sensitivity, or it could indicate induced crystallization due to the alkaline
environments to which the smears were subjected. Although the latter is possible, the
absence of brushite from the three other alkaline treatments points towards better PXRD
performance as the causative factor. Previous work (Tansman et al., 2017b) has also shown
brushite to be endogenous to cheese smears when measured directly, without alkaline
treatment.
Summary data of image analysis results from crystals isolated via alkaline smear
dispersions, and also via smear scrapings, are shown in Table 9. Crystals analyzed from
the alkaline dispersions were smaller and less circular on average than crystals analyzed
via the smear scraping method. The alkaline dispersions may have caused the crystals to
partially dissolve or may have preferentially separated smaller, less circular crystals.
However, the large differences in standard deviations between the two treatments violated
the assumption of homogeneity of variance, and therefore a statistical difference tests could
not be performed on mean crystal area and circularity. Of special note is the improved
quality of micrographs captured when the alkaline dispersion method was used (Figure 7).
Smear material was present in minute quantities and crystal entities were clearer and more
easily identifiable. Given this, the alkaline dispersion technique coupled with PLM could
be a powerful presumptive identification tool, but perhaps not suitable for quantification
63
of crystal size or shape. These micrographs also allowed for observations of multi-
generational crystal growth and possible resorption (Figure 8). Multi-generational crystal
growth can occur after an initial crystal is formed (first generation), and reaction conditions
change such that new crystal growth occurs at a future time, using the first generation as a
seed crystal. This new growth is known as a second generation crystal (Klapper, 2010),
and may be the result of an influx of minerals necessary for crystal growth to occur again.
Resorption occurs when crystals dissolve back into solution, which can be indicative of a
shift in equilibrium (Ginibre et al., 2007). A struvite crystal can be seen in Figure 8 (open
arrow) with an irregular morphology and pitted surface, suggesting it may be being
resorbed into solution. This suggests that changes in the mineral content of the cheese’s
water phase resulted in struvite being dissolved back into solution, while a second
generation of ikaite was crystallizing. Both of these phenomena once again suggest that the
smears on washed rind cheeses are complicated chemical systems that can influence
complex crystallization dynamics.
CONCLUSIONS
The present study outlines a novel approach to analyzing the size and shape of surface
situated crystals on externally bacterial ripened cheeses via PLM and image analysis, as
well as a set of presumptive criteria to establish the identity of these crystals. When PXRD
analyses are not feasible due to cost or lack of trained personnel, PLM is a powerful tool
that can lend valuable insight into the types of crystals present on the surface of smear
ripened cheeses. These findings provide exciting opportunities for researchers to further
study mineral crystallization in cheese and its impact on sensory properties.
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ACKNOWLEDGMENTS
This study was funded by USDA Hatch Project 033286. The National Science
Foundation is acknowledged for support of grant EAR-0922961 for the purchase of the
powder X-ray diffractometer.
65
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Table 7. Cheese sample compositional information. Results are from triplicate measurements
from duplicate wheels of cheese.
Sample Manufacture Location Surface pH Moisture Content (%)
Mean SD Mean SD
Cheese A Vermont, USA 6.50 0.04 47.3 0.92
Cheese B New York, USA 6.71 0.03 45.2 0.57
Cheese C Vermont, USA 6.84 0.04 47.9 0.92
Cheese D Vermont, USA 7.06 0.04 51.9 0.85
69
Table 8. Crystal grouping results from image analysis of polarized light micrographs. N refers to the
number of crystals analyzed in each grouping.
Crystal
Groupings N
Area (μm2) Circularity Extinction
Angle (°) Bire-
fringence
Presumptive
ID Mean SD Mean SD Mean Range
Group 1 18 5637.46b 2128.84 0.662b 0.057 90.1 98.5-91.0
(parallel) High Struvite
Group 2 28 22148.48a 13021.09 0.708a 0.077 18.1 13.5-24.5
(inclined) Low Ikaite
a,bDiffering letters within a column indicate a significant difference (P<0.05).
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Table 9. Comparison of crystal size and shape between the two harvesting techniques.
Extraction Method Area (μm2) Circularity
Mean SD Mean SD
Alkaline dispersion 17738.57 14690.18 0.632 0.110
Smear scraping 68923.06 125800.24 0.700 0.026
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Table 10. Summary of crystal identification results from powder X-ray diffractometry
(PXRD) and tentative identification from polarized light microscopy (PLM).
Sample
PXRD
PLM smear scraping
alkaline
dispersion
Cheese A struvite
ikaite
struvite
ikaite
brushite
struvite
ikaite
Cheese B struvite struvite struvite
Cheese C None identified struvite
ikaite
struvite
ikaite
Cheese D struvite
ikaite
struvite
ikaite
struvite
ikaite
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Figure 4. Polarized light micrographs captured via the smear scraping method from cheeses A, B, C,
and D. Examples of presumptive ikaite crystals labeled with solid arrows. Examples of presumptive
struvite crystals labeled with open arrows. Scale bars represent
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Figure 5. PXRD patterns of crystals isolated from cheeses A, B, C, and D via the smear scraping
method. Diffractogram peaks are labeled as being characteristic of ikaite (square) or struvite
(triangle). Y-axis is using arbitrary units (AU) of counts per second.
74
Figure 6. PXRD patterns of crystals isolated from cheeses A, B, C, and D via the alkaline dispersion
method. Diffractogram peaks are labeled as being characteristic of ikaite (square), struvite (triangle),
or brushite (circle). Y-axis is using arbitrary units (A
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Figure 7. Polarized light micrographs comparing image quality when the smear scraping technique is
employed (A), and when the alkaline dispersion method is used (B). Scale bars represent 250μm.
Viewed under quartz filter.
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Figure 8. Polarized light micrograph captured using the alkaline dispersion method. Example of
presumptive ikaite showing multi-generational growth. First generation (solid arrow) can be seen
encompassed by second generation (striped arrow). Presumptive struvite showing possibility of
resorption/dissolving into aqueous phase (open arrow). Scale bar represents 75μm.
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CHAPTER 3: SIZE, SHAPE, AND IDENTITY OF SURFACE CRYSTALS
AND THEIR RELATIONSHIP TO SENSORY PERCEPTION OF
GRITTINESS IN AMERICAN ARTISANAL AND EUROPEAN PDO SOFT
SMEAR RIPENED CHEESES
P.J. Polowsky,* P.S. Kindstedt,*1 and J.M. Hughes†
*Department of Nutrition and Food Sciences and
†Department of Geology, University of Vermont, Burlington 05405
1Corresponding author: Paul Kindstedt, 354 MLS Carrigan Wing, 109 Carrigan Drive,
Burlington, VT 05405, 802-656-2935, [email protected]
ABSTRACT
Soft smear-ripened cheeses undergo extensive surface crystallization and radial
demineralization of calcium, magnesium and phosphorus, which likely contribute to radial
softening during ripening. Furthermore, anecdotal evidence suggests that grittiness is a
common characteristic of smear-ripened cheeses. The primary aims of the present study
were to evaluate the intensity of perceived grittiness in U.S. artisanal and European PDO
smear ripened cheeses, and to relate perceived grittiness to the size, shape and identity of
crystals present in the cheese surface smears. Fully ripened wheels of 24 different varieties
of smear-ripened cheeses, 16 produced in the U.S. and 8 in the E.U., were obtained from
retail sources. A trained sensory panel (n=12) was employed to evaluate intensity of
grittiness. Crystals present in the cheese smears were identified by powder X-ray
diffractometry and polarized light microscopy (PLM), and further evaluated in PLM
micrographs by image analysis for size and shape characteristics. Mean sensory scores for
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the 24 cheeses ranged from no perceived grittiness to pronounced grittiness. Surface
crystals included ikaite, struvite, calcite and brushite, and mean crystal length and area
ranged among cheeses from 27μm to 1096μm, and 533μm2 to 213,969μm2, respectively.
Panel threshold for grittiness occurred at a mean crystal length of about 66μm and mean
crystal area of about 2913μm2. Cheeses with mean values at or below these thresholds
displayed negligible perceived grittiness. In contrast, for cheeses with mean values above
these thresholds, the mean sensory scores for grittiness were highly correlated with mean
crystal length and crystal area (r=0.93 and 0.96, respectively; P<0.001). Results suggest
that surface crystals in soft smear ripened cheeses influence sensory perception of texture
in complex ways that likely include radial softening and grittiness development. A better
understanding of factors that govern surface crystal formation may lead to improved
control over crystallization and more consistent cheese texture.
INTRODUCTION
Soft smear ripened cheeses, also known as soft washed rind cheeses, can encompass
a wide variety of products. Several underlying commonalities, however, are the surface
application of a brine solution during aging, the resulting outgrowth and proliferation of a
complex surface microbiota, and the radial softening/liquefaction of the cheese body over
time (Brennan et al. 2004). These actions bring about the characteristic reddish-orange
appearance, soft texture, and distinctive flavor that many associate with soft smear ripened
cheeses.
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The surface ecologies of smear ripened cheeses are complex and can contain dozens
of genera of fungi and bacteria, such as Penicillium, Debaryomyces, Brevibacterium,
Corynebacterium, and many others (Wolfe et al. 2014; Dugat-Bony et al. 2016). These
microbes, and their associated metabolisms, can have dramatic effects on cheese chemistry
and ripening. The metabolization of lactate and subsequent pH rise can induce precipitation
and crystallization of minerals at the cheese surface, causing radial migration of minerals
outward (Tansman et al. 2017b). A homologous process has been observed in a closely
related cheese variety: white mold cheeses such as brie and camembert (Le Graet et al.
1983; Le Graet and Brule 1988; Tansman et al. 2017c). Another consequence of surface
microbe activity is the production of gaseous metabolites such as carbon dioxide and
ammonia (Karahadian et al. 1987; Riahi et al. 2007). These alkaline surface conditions,
combined with the aforementioned minerals and gaseous components, result in various
surface-situated crystals being formed on washed rind cheeses. Ikaite (calcium carbonate
hexahydrate - CaCO3•6H2O), Calcite (calcium carbonate - CaCO3), Struvite (magnesium
ammonium phosphate hexahydrate - NH4MgPO4•6H2O), and Brushite (dicalcium
phosphate dihydrate - CaHPO4•2H2O) have been previously identified on soft washed rind
cheeses (Tansman et al. 2017a, b).
While the identity of these crystals have been confirmed using a robust set of
methodologies including powder X-ray diffractometry (PXRD), single crystal X-ray
diffractometry, and polarized light microscopy (PLM), their incidence have only been
confirmed in a small number of cheeses from a few producers (Tansman et al. 2015, 2017a,
b; Polowsky et al. 2018). Moreover, the direct effect of these crystals on the sensorial
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properties of washed rind cheeses remains an unresolved question. Anecdotal reports from
cheese makers, cheese mongers, and the popular press indicate that a relatively common
defect of this cheese variety is a gritty or sandy mouthfeel associated with the rind (M.
Kehler, Cellars at Jasper Hill, Greensboro, VT, personal communication). The authors have
found only one mention in scientific literature referencing this proposedly common defect
(Le Mens et al. 2000), but none studying its possible linkage to surface crystals. The present
study aims at addressing this dearth in knowledge. Previous work demonstrated that surface
crystals on washed rind cheeses can grow to large sizes, on the order of hundreds of
microns (Tansman et al. 2017a; Polowsky et al. 2018). This size of crystal most likely
exceeds the sensory perception threshold, which has been reported in food products to be
anywhere from ~20μm to ~105μm depending on product and number of crystals present
(Vaisey-Genser et al. 1989; Hough et al. 1990; Goff and Hartel 2013). A systematic study
comparing crystal size to grittiness occurrence in smear ripened rind cheese is needed to
confirm what sensorial effects these crystals contribute to this cheese variety.
Looking broadly, the occurrence of calcium lactate crystals in cheddar cheese
(Johnson et al. 1990; Agarwal et al. 2006; Tansman et al. 2015) and amino acid crystals in
Parmesan-style cheeses (Zannoni et al. 1994; Noël et al. 1996) are well known in the dairy
technology world, and their effects on cheese quality have been studied to some extent.
Such work has yet to be done in the area of smear ripened cheeses. The present study sets
forth the following goals to address these gaps in understanding: (1) to establish “grittiness”
as a sensory attribute while assessing other key attributes for washed rind cheeses, (2) to
utilize PXRD and PLM techniques to understand the prevalence of surface crystals, (3) to
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employ image analysis software to quantify the size and shape of these surface crystals,
and (4) to correlate the occurrence of grittiness with crystal size/shape/type.
MATERIALS AND METHODS
Cheese Samples
Commercial soft washed rind cheeses (n=24) were sourced from the United States
and Europe (France, Italy, Spain, and Germany). Replicate wheels of cheese, with the same
code data and vat identifier (if available), were used for all analyses. All samples were
purchased from retail establishments or were shipped overnight on ice, and inspected upon
arrival. Samples were stored at 3°C for up to five days until analyses were conducted. Each
of the cheeses used in this study will be referred to with a single letter (A through X).
Compositional Analysis
Surface pH measurements were taken on three separate locations (bottom, side, and
top) on each wheel using a flat-tipped probe (Thomas Scientific, Swedesboro, NJ), and
averaged for each cheese (six total pH measurements per cheese). Moisture content was
determined in triplicate using a forced air draft oven set to 100C. A cross-section from
each wheel was ground to homogeneity using a mortar and pestle. Approximately two
grams of homogenized sample were weighed and transferred into pre-dried and pre-
weighed aluminum pans. Samples were dried for 24 hours, or until a constant mass was
reached (six total moisture measurements per cheese).
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Cheese Smear Collection and Processing
A 1cm2 rind section of smear material of each wheel was collected using a metal
spatula. Gentle pressure was used to limit the possibility of crystals being fractured. For
PXRD analysis, alkaline dispersions (pH=10) of smear samples were used. Dispersions
were prepared by placing the smear sample in a 50mL beaker and covering with 15mL of
0.0001M NaOH (Fisher Scientific, Pittsburgh, PA), which were then vortexed gently to
encourage good dispersion and allowed to rest at room temperature for approximately two
hours. Crystals that settled to the bottom of the beaker during this time were used for PXRD
analysis. Alkaline dispersion was used to lower the amount of amorphous material present
in the cheese smears, thereby lowering the background noise in the diffractograms and
improving PXRD performance overall. For PLM analysis, smear samples were applied
directly to glass microscope slides. Alkaline dispersion was not used for PLM analysis,
because our previous work (Chapter 2) indicated that crystal size may be reduced when an
alkaline dispersion methodology is used to harvest crystals, perhaps due to dissolution of
the crystals in the aqueous environment.
Powder X-ray Diffractometry
A 300μL aliquot of alkaline smear dispersion liquid (pipetted from bottom of
beaker) was applied to a zero-background diffraction slide for all PXRD analyses. Care
was taken to ensure the dispersion liquid was applied to the center of the slide in order to
allow for equal distribution of crystals on slide. Excess liquid was absorbed by blotting
with a tissue (Kimwipes, Kimberly-Clark Professional, Roswell, GA). Diffraction patterns
were generated using a Miniflex II powder X-ray diffractometer (Rigaku, The Woodlands,
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TX). Patterns were created between 5° 2θ and 50° 2θ, using a speed of 2° 2θ/min. The
PDXL software package (Rigaku, The Woodlands, TX) was used to analyze the
diffractograms. Each experimental pattern was compared to existing reference diffraction
patterns in the International Center for Diffraction Data (ICDD) database. The following
ICDD reference cards were used: 01-074-7147 (ikaite), 01-074-3640 (brushite), 00-005-
0586 (calcite), 00-015-0762 (struvite), and 00-039-1840 (L-tyrosine). Peaks from
experimental patterns were compared to reference patterns until all peaks were identified.
Preferred orientation was present in several of the experimental diffraction patterns but did
not inhibit identification of major crystalline phases (Discussed at more length in Chapter
2).
Polarized Light Microscopy
Smear scrapings applied to a glass microscope slide (as described above) were
overlaid with a thin film of mineral oil in order to delay crystal dehydration. Micrographs
of smear scrapings were captured using a Nikon E200POL microscope (Nikon
Corporation, Tokyo, Japan) equipped with a rotating stage. Samples were viewed under
polarized light (crossed polarizers) using a 1/4λ plate (quartz filter), and images were
captured using a SPOT Idea 1.3 MP color camera (SPOT Imaging Solutions, Sterling
Heights, MI). Presumptive entities were confirmed to be crystals when they displayed
uniform extinction upon rotating the stage a full 360°. Four fields of view (FOV) were
captured for each cheese wheel duplicate. FOVs were chosen at random using a systematic
random sampling method (Altunkaynak et al. 2011). Gridded microscope slide stickers
(Sigma-Aldrich, St. Louis, MO) were applied to back side of each microscope slide. Grid
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squares were chosen at random and centered in each FOV, and an image was captured
(eight images total were captured per cheese).
Image Analysis
Images from PLM were imported into Adobe Photoshop (Adobe Systems
Incorporated, San Jose, CA), where a black background was applied and crystals were
outlined using the Quick Selection tool. Crystals that were overlapping, crystals obscured
by smear material, and crystals not entirely in the FOV were not used for any further
analysis. Outlined images were saved as PNG files and analyzed using Fiji (ImageJ
distribution; Schindelin et al. 2012). Each image was converted to black and white (8 bit
images), and thresholding was applied using the Li's Minimum Cross Entropy thresholding
option (Li and Lee 1993). Each image was then analyzed using the particle analysis plugin.
Area, perimeter, and circularity measurements were collected and recorded for each
isolated crystal in each processed image. A minimum size threshold of 50 pixels2 was used,
objects smaller than this could not be accurately measured and were not used in any further
analysis.
Descriptive Sensory Analysis
A trained sensory panel (n=12) evaluated all samples in duplicate using the
SpectrumTM method (Meilgaard et al. 2007). A 15-point intensity scale was used for each
attribute. Sensory panelists were recruited from the staff of The Cellars at Japer Hill
(Greensboro, VT), and had extensive prior experience evaluating washed rind cheeses.
85
Each panelist underwent an additional 15 hours of training specific to this study. Attribute
definitions, evaluation techniques, and attribute references can be seen in Table 11.
A half-inch cross section of each cheese, consisting of two pieces of rind separated by the
cheese body, were stored in small soufflé cups labeled with random three digit codes. All
samples were evaluated at a temperature of 15C. Panelists expectorated all samples and
were provided with deionized water and unsalted crackers as palate cleansers. RedJade
software (RedJade Software Solutions, LLC, San Francisco, CA) was used to organize
descriptive sensory data and to track panelist performance. Grittiness threshold was
determined in a manner similar to that as described by Imai et al. (1995); based on the
number of panelists that perceived no grittiness. All sensory analysis was performed in
compliance of University of Vermont’s Institutional Review Board guidelines for human
subjects.
Statistical Analysis
All statistical analyses were performed using R (version 3.3.2; R Core Team, 2016).
Compositional data, crystal size/shape data, and descriptive sensory data were analyzed via
one-way ANONVA (using the aov function) with Tukey’s Honest Significance Difference
(HSD) test used to check for significant differences between means (P<0.05). The
agricolae package was used for the Tukey HSD test (version 1.2-8; de Mendiburu, 2017).
Principal component analysis (PCA) was also applied to these data using the FactoMineR
package (version 1.34; Lê, Josse, & Husson, 2008). PCA was carried out using the
correlation matrix. Pearson correlation coefficients were generated using the cor function.
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Grittiness occurrence and PXRD data were analyzed via a chi-square test, using the vcd
package (version 1.4-4; Meyer, Zeileis, & Hornik, 2017).
RESULTS
Cheese Composition
Place of origin, moisture content, and pH values of the cheeses used in this study
are shown in Table 12. Moisture content ranged from approximately 40% to 54%, however
the majority of cheeses were at the higher end of that range. Although the moisture content
ranged widely, all cheeses exhibited the characteristic softening associated with soft
washed rind cheeses. pH ranged from approximately 6.6 to 8.0, which is also consistent
with this cheese variety. These differences could have resulted from differences in make
schedule, affinage practices, or the age at which the cheeses were examined.
Powder X-ray Diffraction
A representative diffractogram obtained from Cheese E can be seen in Figure 9,
which highlights the crystal peaks identified in a single cheese. Individual diffractograms
from all 24 cheeses are available as Supplement 1. Results from PXRD crystal
identification are summarized in Table 13. Crystals were detected in 23 out of the 24
(~96%) cheeses, with only one cheese (Cheese P) showing no identifiable peaks present in
its diffractogram. Overall, the following crystal types were identified: struvite, ikaite,
brushite, calcite, and the amino acid tyrosine. Of the samples with crystals present, struvite,
ikaite, brushite, calcite, and tyrosine had approximate rates of occurrence of 100%, 70%,
87
26%, 17%, and 4%, respectively. Worthy of mention is the occurrence of multiple crystal
types in a single cheese, which the majority (17 out of 24) of samples exhibited.
Polarized Light Microscopy and Image Analysis
The results of presumptive crystal identification via PLM, and crystal metrics
resulting from image analysis of PLM micrographs are shown in Table 13. PLM
presumptive identification of ikaite and struvite crystals was carried out using the criteria
described in Chapter 2, namely birefringence and angle of extinction. Such criteria have
not been developed for the other crystal types present in this study. Overall, there was good
agreement between PLM presumptive identification and PXRD identification. However,
there were 7 instances (Cheeses B, G, H, L, Q, V, and X) where PLM analysis failed to
detect ikaite and/or struvite when those crystal types were detected by PXRD. Of special
interest are Cheeses S and T, where PLM presumptively identified struvite/ikaite which
was not identified during PXRD analysis. Possible reasons for these discrepancies will be
discussed below.
Crystal length and crystal area varied by two to three orders of magnitude,
respectively. Crystal length ranged from approximately 27μm to 1100μm, with an overall
average value of approximately 235μm. Crystal area ranged from approximately 500μm2
to 200,000um2, with an overall average value of approximately 44000μm2. Crystal
circularity ranged from approximately 0.480 to 0.960, with an overall average value of
approximately 0.760. Circularity, in ImageJ, is calculated using the following formula:
4pi(area/perimeter^2), where circularity of 1.00 indicates a perfect circle, and circularity
88
of 0.00 indicates an increasingly extended polygon. Figure 10 shows an example of PLM
micrographs that were used for presumptive crystal identification and image analysis.
Intra- and inter-sample differences in crystal shape, crystal size, and coloring are clearly
visible. These results indicate a diverse collection of crystal sizes and morphologies existed
on the surfaces of the soft washed rind cheeses used in this study.
Descriptive Sensory Analysis
Table 14 contains the results from the descriptive sensory analysis. All attributes,
except grittiness, were detected in each of the cheeses evaluated. Mean grittiness scores
varied widely depending on cheese, with a range from approximately 0.0 to 7.4. Panelists
determined that two of the cheeses (P and Q) contained no perceptible grittiness, and had
mean values of 0 for grittiness. Five other cheeses (H, K, L, R, and V) had very low
grittiness scores (below 0.5), with a majority of the panelists indicating 0 for grittiness. The
sensory threshold of grittiness was established in a manner similar to that described by Imai
et al. (1995). Cheeses where at least 75% of panelists perceived zero grittiness in both
replicates were considered below the threshold and therefore not gritty. Mean scores for
ammonia aroma, bitterness, and salt also varied somewhat widely, with approximate ranges
of 1.1 to 8.5, 1.4 to 9.2, and 2.7 to 7.0, respectively.
Principal component analysis (PCA) of sensory data, cheese compositional data,
and crystal size/shape data was performed (Figure 11). Principal component (PC) 1
accounted for approximately 32% of the variation in the data, and was composed mainly
of crystal area, crystal length, and grittiness. PC 2 explained approximately 24% of the
89
variation, and was composed mainly of ammonia aroma, grittiness, and salt. PC 3 and 4
were composed of acid, bitter, salt, moisture and crystal circularity (Appendix B).
Approximately 25% of the variation in the data was explained by PC 3 and 4 (data not
shown).
DISCUSSION
Significance of Crystal Types Identified
Ikaite, calcite, struvite, and brushite were found on multiple cheeses used in this
study. Each of these crystal types have been identified previously on soft washed rind
cheese (Tansman et al. 2017a, b). Previous studies have included only a few cheeses,
largely from one producer. This study incorporated 24 cheeses from 17 different producers
located in the U.S. and Europe. The results of the present work indicate that these crystals
are common among soft washed rind cheeses, and are not unique to a certain producer or
region. Instead, these crystals are the result of physico/bio-chemical reactions common in
this cheese variety, namely surface microbe metabolism and mineral migration.
A few consequences of this microbe metabolism include: deacidification of the
cheese surface and subsequent mineral precipitation, as well as proteolysis (McSweeney
2004). The surface precipitation/crystallization establishes concentration gradients, which
encourages radial migration of mineral elements, such as calcium, magnesium, and
phosphorus (Tansman et al. 2017b). Gaseous products, including carbon dioxide and
ammonia, are also formed during ripening of washed rind cheeses (Gori et al. 2007; Hélias
et al. 2007). These surface-situated minerals (i.e. Ca, Mg, and PO4) and gaseous products
90
(CO2 and NH3) are the requisite components of the lattice structures of the various observed
crystals. Large concentrations of these components accumulate on the cheese surface and
most likely surpass the solubility threshold and form precipitates and crystals.
The pronounced occurrence of struvite is notable; every sample that contained
crystals contained struvite. Struvite has been reported in other biological systems, notably
waste water processing (Kim et al. 2016), urinary stones (Wilsenach et al. 2007), and fish
products (Amano 1950). While a main component of struvite, magnesium, occurs in cheese
at much lower amounts than calcium, these crystals were omnipresent in the samples used
in this study. Large amounts of phosphate and ammonia, along with struvite’s low
solubility at neutral/high pH (Wu et al. 2005), might account for this. Calcite, and its
metastable form ikaite were present in many of the samples. These crystals are both of the
type calcium carbonate, which are also sparingly soluble at the neutral/high pH range. As
already mentioned, the surface accumulation of calcium has been well established in
surface ripened cheeses (Tansman et al. 2017c, b). Carbon dioxide content of cheese
ripening spaces can reach high levels (Picque et al. 2006), which can dissolve into the water
phase at the cheese surface. At high enough concentration, these components exceed
solubility thresholds and crystallize out. Of special note is the formation of metastable
ikaite, which has rarely been seen in nature (Rysgaard et al. 2012). Ikaite and calcite are
known to transform into each other depending on reaction conditions, and the presence of
phosphate can stabilize metastable ikaite (Hu et al. 2014). It is possible that the surface
smear of washed rind cheeses presents an optimal environment for ikaite to form. More
research is needed to determine if that’s the case.
91
Brushite crystals are likely the easiest to account for on the surface of washed rind
cheeses. Calcium and phosphate are major structural components of the casein matrix
(Lucey and Fox 1993), and undergo the aforementioned radial migration. Brushite is also
insoluble in the pH range of many washed rind cheeses (Arifuzzaman and Rohani 2004).
While brushite is a metastable form of calcium phosphate, certain chemical kinetic
conditions can encourage its formation, such as concentration of ions and pH (Arifuzzaman
and Rohani 2004). Tyrosine crystals were found on only one sample (Cheese N). While
this crystal type has not been identified previously on soft washed rind cheese, it commonly
occurs in Grana-style cheeses (Tansman et al. 2015). A consequence of the surface
microbiota’s proteolytic behavior could be the accumulation of free amino acids (Brennan
et al. 2002), such as tyrosine. High concentration of free tyrosine, coupled with its low
solubility at neutral/alkaline pH (Hitchcock 1924), may explain its presence. However, it
is unclear why tyrosine was only found on one sample. A possible explanation may be the
specific microbial metabolism of Cheese N resulted in unusually high amounts of free
tyrosine.
Grittiness Threshold and Descriptive Sensory Analysis
To the authors’ knowledge, surface grittiness in washed rind cheese has only been
mentioned once in the dairy technology literature (Le Mens et al. 2000), but never
associated with crystal growth. Although the occurrence of this attribute has not been
thoroughly confirmed, it is a recognized attribute in the cheese industry. In order to
accurately measure grittiness as a descriptive sensory attribute, a novel method was needed
to establish reference samples for grittiness. Mixtures of vegetable shortening with
92
different grain sizes of sugar were used in the present work as anchor points (Table 11).
Vegetable shortening was chosen rather than other dairy-containing matrices (i.e. cream
cheese) due to its low moisture content, which ensured crystals did not dissolve over time.
Sugar was chosen as the crystalline inclusion due to its mild sweet taste, which would not
interfere with other common taste attributes associated with washed rind cheeses (e.g. salt
and bitter). The descriptive panel agreed that these reference samples allowed for consistent
grittiness evaluation, with minimal chance of carryover effects when used in conjunction
with evaluating cheese samples.
Perceived grittiness varied by a large amount across the 24 samples evaluated in
this study (Figure 12), from no grittiness to pronounced grittiness. Seven cheeses met the
criteria for the absence of grittiness (Cheeses P, Q, K, H, V, L, and R). Coincidently, these
seven cheeses had mean grittiness values below 0.5, whereas cheeses above the threshold
had grittiness values of at least 1.5. Figure 12 indicates this threshold with a dashed line.
In the present study, 71% of cheeses were considered gritty. This relatively high occurrence
of grittiness confirms what anecdotal evidence suggests; that is, grittiness is a common
sensorial attribute associated with soft washed rind cheeses. PCA of crystal metrics and
grittiness data (Figure 11) indicate a strong association between crystal size and grittiness.
Comparing the occurrence of grittiness to mean crystal size allows for an approximate
estimate of the threshold size of crystals, above which grittiness could occur. Figure 13
shows the mean size distribution (length and area) of crystals across all 24 cheese samples.
The grittiness threshold is indicated with a dashed line, which occurred at approximately
at 66μm and 2900 μm2. The grittiness threshold is indicated with a dashed line. The seven
93
cheeses that fell below the sensory threshold for grittiness also had the lowest mean crystal
lengths and areas of the 24 surveyed cheeses. These crystal sizes serve as approximate size
thresholds, and mean crystal values at or above this level would likely result in gritty
cheese. It’s important to note that results from a descriptive panel don’t necessarily equate
to how consumers perceive grittiness. Further studies are needed to determine at what
crystal size consumers perceive grittiness, and at what grittiness intensity are cheeses
considered objectionable.
Other trends of interest include the association between ammonia aroma and
surface pH, as well as ammonia aroma and salty taste (Figure 11). These metrics were
major contributors to PC 1 and PC 2. There was a strong, highly significant positive
correlation between ammonia aroma and surface pH (r=0.79; P<0.0001). This is an
expected result since surface ammonia production is considered a main cause of rind
alkalinization (McSweeney 2004). The relationship between ammonia aroma and salty
taste showed a moderate, very significant positive correlation (r=0.60; P=0.002). This
indicates that ammonia aroma might have altered the perception of saltiness as perceived
by the panelists. Aroma is known to influence taste perception and can increase saltiness
intensity depending on the context (Lawrence et al. 2009, 2011). This could be the case for
ammonia aroma and perceived saltiness of washed rind cheeses, and this potential
relationship warrants further study.
Occurrence of Grittiness
Grittiness occurring at a crystal size threshold of approximately 66um is in-line
94
with thresholds established in other products. Grittiness in ice cream is caused by ice
crystals that exceed 45μm (Goff and Hartel 2013). Hough et al. (1990) found sandiness
occurred in Dulce de Leche when lactose crystals were in the size range of 45μm to 105μm,
depending on the number of crystals. The sensory perception of grittiness is a complex
physiological phenomenon. Particle size, shape, hardness, and viscosity of dispersion
medium can influence grittiness perception (Engelen et al. 2005).
For cheeses above the grittiness threshold, grittiness was highly correlated with
crystal length and crystal area (Table 15). Pearson correlation coefficients for grittiness and
crystal length and crystal area were 0.927 and 0.957, respectively. Both of these
correlations also had high statistical significance (P<0.001). Of note is a higher correlation
of crystal area to grittiness, compared to crystal length and grittiness. This might indicate
that capturing crystal size data in two dimensions better represents how it is perceived in a
three-dimensional context (i.e. sensory evaluation). A downside of this approach is the
necessity to employ image analysis, which requires advanced training of personnel. One-
dimensional measurements (e.g. length, diameter) can be gathered directly by the
experimenter, using a microscope and calibrated ocular. Looking at PCA and correlation
coefficients, crystal circularity was poorly associated with grittiness (r=-0.341; P=0.181).
This could indicate crystal shape was not a causative factor for grittiness occurrence, and
crystal size played a much larger role.
A chi-square test was employed in order to gauge if crystal type had a large
influence on grittiness perception (Table 16). The presence of each crystal type, along with
grittiness occurrence, was coded in a binary format (i.e. yes or no) for each of the 23
95
cheeses that contained crystals. Phi-coefficients and likelihood ratio probabilities were
determined for the influence of ikaite, calcite, brushite, and struvite on grittiness. Tyrosine
was not used due to it occurring in only one sample. Each crystal type had relatively low
phi-coefficients (<0.3) indicating small effect sizes across the various crystal types. This
could indicate that grittiness will occur regardless of crystal type, and that crystal size is a
larger determining factor. The occurrence of multiple crystals types in a single product is
unique in the dairy product landscape. Understanding the dynamic relationship between
crystal type and crystal growth rate would aid in determining how to control potential
grittiness, and warrants further study.
CONCLUSION
The present work indicates surface-situated crystals are common to the soft washed rind
cheese category. These crystals induce a grittiness sensory sensation, which is largely
influenced by crystal size. Further research is needed to determine how crystal growth can
be controlled in a deliberate fashion, and tailored to prevent grittiness. Crystals are
composed of major structural minerals, and manipulating their growth dynamics could aid
in controlling texture development, such as softening and liquefaction.
ACKNOWLEDGMENTS
This study was funded by USDA Hatch Project 033286. The National Science
Foundation is acknowledged for support of grant EAR-0922961 for the purchase of the
powder X-ray diffractometer. Adèle Berrier and the rest of the staff at The Cellars at Jasper
Hill are gratefully acknowledged for their support with sensory evaluation.
96
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Table 11. Attribute lexicon used for descriptive sensory analysis. .
Attribute Definition Technique References (0-15 scale)
Ammonia
Aroma
Aroma associate with
NH3 and surface
microbe metabolism
Open sample container,
waft for 3 seconds
0 = water
5 = 2.5% ammonia solution1
10 = 10% ammonia solution
Grittiness
The size of the small,
firm particulates which
don’t dissolve
immediately upon
manipulation in the
mouth
Place sample with rind
positioned against
molars, upon the first
chew where grittiness is
perceived, chew two
more times. Average the
grittiness felt during
chewing
0 = cream cheese2
8 = 75g vegetable shortening3
mixed with 3g super-fine sugar4
12 = 75g vegetable shortening
mixed with 3g granulated sugar5
Bitter Basic taste elicited by
caffeine
Assess the taste of the
rind
0 = water
1.5 = 0.015% caffeine6 solution
4.0 = 0.030% caffeine solution
7.5 = 0.050% caffeine solution
9.0 = 0.075% caffeine solution
Acid Basic taste elicited by
lactic acid
Assess the taste of the
cheese body
0 = water
4 = 0.075% lactic acid7 solution
8 = 0.100% lactic acid solution
Salt Basic taste elicited by
sodium chloride
Assess the taste of the
rind
0 = water
2 = 0.25% NaCl8 solution
5 = 0.50% NaCl solution
11 = 1.00% NaCl solution 1Hannaford Ammonia Clear; Delhaize Group, Brussels, Belgium 2Philadelphia Cream Cheese; Kraft Heinz, Chicago, IL 3Crisco Vegetable Shortening; J.M. Smucker Company, Orrville, OH 4Domino Superfine Sugar; American Sugar Refining, Inc., West Palm Beach, FL 5Domino Granulated Sugar; American Sugar Refining, Inc., West Palm Beach, FL 6Caffeine Powder (USP/FCC); Fisher Scientific, Hampton, NH 7Lactic Acid (88% Liquid); Nelson-Jameson, Marshfield, WI 8Morton Salt (uniodized); Morton Salt, Chicago, IL
101
Table 12. Production location and compositional information of cheeses surveyed in this
study. Means and standard deviations (SD) are results from triplicate measurements from
duplicate wheels of cheese.
Cheese Production Location Surface pH Moisture Content (%)
Mean SD Mean SD
A Vermont, USA 7.23 0.16 47.6 0.39
B New York, USA 8.03 0.19 44.8 0.80
C Virginia, USA 7.28 0.02 48.0 0.69
D Vermont, USA 7.91 0.11 51.3 0.13
E Vermont, USA 7.70 0.12 53.8 0.30
F Vermont, USA 6.96 0.07 47.9 0.89
G California, USA 6.49 0.09 46.9 0.49
H Wisconsin, USA 7.18 0.09 45.9 0.76
I Minnesota, USA 7.67 0.06 47.3 0.11
J Wisconsin, USA 7.53 0.03 49.1 0.83
K California USA 7.45 0.05 47.8 0.14
L Indiana, USA 7.66 0.08 52.6 0.13
M New York, USA 7.98 0.09 49.7 0.20
N Colorado, USA 7.50 0.01 50.4 0.35
O Colorado, USA 7.58 0.04 40.2 0.14
P Indiana, USA 7.67 0.16 53.2 0.35
Q France 7.19 0.08 48.6 0.08
R France 7.19 0.01 54.5 0.20
S Italy 7.10 0.03 50.5 0.37
T Italy 7.32 0.05 52.9 0.78
U France 7.12 0.04 49.4 0.12
V France 6.63 0.11 46.3 0.08
W Spain 6.82 0.05 53.2 0.09
X Germany 6.64 0.04 48.1 0.19
HSD1 0.36 1.84 1 Means that differ by HSD within each column are significantly different (P<0.05)
102
Table 13. Summary of PLM data (crystal length, crystal area, circularity) and PXRD
observations (crystals types). SD = standard deviation.
Cheese
Crystal Length
(μm) Crystal Area (μm2) Circularity Crystal Types
Mean SD Mean SD Mean SD PXRD PLM3
A 161.93 47.2 14336.10 5604.0 0.758 0.059 Ikaite, Struvite Ikaite, Struvite
B 103.36 9.7 7737.09 1174.9 0.847 0.006 Struvite *
C 339.40 83.5 69735.42 42263.3 0.702 0.046 Ikaite, Struvite,
Calcite, Brushite Ikaite, Struvite
D 262.75 27.2 34670.89 3078.3 0.729 0.035 Ikaite, Struvite,
Brushite Ikaite, Struvite
E 491.63 113.0 132371.38 39588.7 0.671 0.049 Ikaite, Struvite Ikaite, Struvite
F 1096.25 470.2 213969.24 52565.5 0.667 0.113 Ikaite, Struvite,
Brushite Ikaite, Struvite
G 276.05 34.1 52369.18 8138.2 0.812 0.019 Ikaite, Struvite,
Brushite *
H 48.85 14.0 1511.81 712.8 0.844 0.041 Ikaite, Struvite Struvite
I 133.73 6.2 10541.91 605.6 0.815 0.007 Struvite Struvite
J 295.40 26.3 49304.84 11916.1 0.755 0.013 Ikaite, Struvite,
Brushite Ikaite, Struvite
K 65.53 10.8 2912.76 752.1 0.903 0.012 Struvite Struvite
L 34.83 4.2 888.01 157.9 0.958 0.017 Ikaite, Struvite Struvite
M 332.95 46.9 65930.50 23531.8 0.763 0.028 Ikaite, Struvite,
Calcite Ikaite, Struvite
N 84.46 9.4 4980.13 863.5 0.849 0.008 Ikaite, Struvite,
Tyrosine Ikaite, Struvite
O 436.32 34.7 57119.53 16612.2 0.481 0.022 Ikaite, Struvite,
Calcite Ikaite, Struvite
P - - - - - - ND2 ND
Q 27.23 1.6 532.83 96.6 0.887 0.006 Ikaite, Struvite Struvite
R 33.47 3.3 728.96 146.7 0.848 0.015 Ikaite, Struvite Ikaite, Struvite
S 192.58 42.7 20211.37 6361.8 0.747 0.051 Ikaite Ikaite, Struvite
T 181.92 5.7 21442.45 695.5 0.798 0.007 Struvite Ikaite, Struvite
U 86.08 15.0 5265.65 1341.7 0.800 0.007 Struvite, Calcite Struvite
V 48.58 2.2 1644.98 179.0 0.867 0.000 Struvite *
W 443.61 142.1 140537.66 86623.9 0.808 0.028 Ikaite, Struvite *
X 465.48 73.3 152602.10 39580.2 0.822 0.002 Struvite, Brushite Struvite
HSD1 437.96 106254 0.144
1Means that differ by HSD within each column are significantly different (P<0.05) 2No crystals detected 3Crystals identified via polarized light microscopy methodology as described in Chapter 2.
*Crystals were detected, but no conclusive identification could be made
103
Table 14. Summary of descriptive sensory analysis data. Data are the means and standard
deviations (SD) of panel duplicates.
Cheese Ammonia Aroma Grittiness Bitter Acid Salt
Mean SD Mean SD Mean SD Mean SD Mean SD
A 3.94 0.08 2.56 0.16 9.11 0.39 3.69 0.35 4.22 0.63
B 8.47 0.20 1.64 1.30 6.42 1.37 2.89 0.47 5.56 0.00
C 2.94 0.08 3.37 0.57 5.89 1.81 3.81 0.82 3.94 0.86
D 7.47 0.51 3.06 1.10 9.03 1.06 4.06 0.55 5.75 0.20
E 6.72 0.24 3.94 0.63 5.69 0.27 3.81 0.04 5.89 0.31
F 3.08 0.98 7.36 0.43 6.00 0.47 3.17 0.24 3.89 0.31
G 2.44 0.47 2.83 0.55 3.94 0.08 3.00 0.47 5.28 0.24
H1 3.83 0.39 0.11 0.00 3.42 0.12 2.42 0.27 4.42 0.04
I 4.89 0.16 1.78 0.79 8.17 0.55 4.22 0.47 3.78 0.31
J 7.39 0.24 3.72 1.65 6.64 0.59 5.22 1.41 6.67 0.00
K1 4.75 0.12 0.11 0.00 3.53 0.20 4.03 0.27 4.72 0.00
L1 4.56 0.16 0.22 0.16 2.61 0.16 5.17 0.55 7.00 0.79
M 7.28 0.08 2.67 0.47 5.06 0.55 4.39 0.08 6.36 0.12
N 4.56 0.16 1.92 0.27 3.57 0.81 5.72 0.24 6.56 0.16
O 4.64 0.51 3.61 0.55 2.58 0.35 5.36 0.12 6.72 0.16
P1 7.36 0.82 0.00 0.00 7.00 0.94 5.06 0.86 5.86 0.27
Q1 5.50 0.00 0.00 0.00 4.00 1.89 4.67 0.47 6.17 0.35
R1 6.67 0.24 0.42 0.59 9.21 0.18 3.00 0.24 6.50 0.47
S 2.25 0.59 2.13 0.18 1.42 0.24 3.17 0.24 3.67 0.24
T 4.00 0.00 2.04 1.24 2.33 0.71 3.75 0.12 5.46 0.41
U 5.75 1.77 1.58 0.35 7.83 0.47 2.92 0.59 3.67 0.00
V1 1.08 0.12 0.17 0.00 1.46 0.77 4.58 1.30 2.67 0.24
W 4.92 0.35 5.46 0.65 3.63 0.06 4.67 0.94 5.67 0.24
X 1.58 0.12 5.33 1.18 3.67 0.24 4.88 0.41 4.67 0.47
HSD2 2.12 2.87 3.16 2.43 1.49
1Cheeses with grittiness intensity below sensory threshold. (i.e. At least 75% of panelists indicated
“0” for grittiness intensity) 2Means that differ by HSD within each column are significantly different (P<0.05)
104
Table 15. Pearson correlation coefficients and correlation probabilities (in parentheses below) of
crystal size/shape data and grittiness sensory intensity for cheeses above grittiness threshold.
Measurement Grittiness Crystal Length Crystal Area Crystal Circularity
Grittiness 1.000 0.927 0.957 -0.341
(<0.001) (<0.001) (<0.001) (0.181)
Crystal Length 0.927 1.000 0.922 -0.487
(<0.001) (<0.001) (<0.001) (0.048)
Crystal Area 0.957 0.922 1.000 -0.287
(<0.001) (<0.001) (<0.001) (0.264)
Crystal
Circularity
-0.341 -0.487 -0.287 1.000
(0.181) (0.048) (0.264) (<0.001)
105
Table 16. Chi-square test results: phi-coefficients and (significance
probabilities).
Ikaite Calcite Brushite Struvite
Grittiness 0.037 0.273 0.178 0.127
(0.858) (0.100) (0.375) (0.431)
106
Figure 9. An example PXRD pattern captured from crystals isolated from cheese E. Characteristic
peaks of ikaite and struvite are marked with squares and triangles, respectively. AU=arbitrary units.
See Appendix A for diffractograms from each cheese.
5 10 15 20 25 30 35 40 45 50
Inte
ns
ity
(A
U)
2-theta (°)
Diffractogram – Cheese E
107
Figure 10. Polarized light micrographs of crystals isolated from cheese smear material. Presumptive
crystals of ikaite (solid arrows) and struvite (hollow arrows) are shown. Panel A contains crystals
high in circularity (rounder crystals) while panel B contains crystals lower in circularity (more boxy
or needle-like crystals). Scale bars represent 250μm.
108
Figure 11. Principal component analysis (PCA) bipot of cheese compositional data, sensory data, and
crystal size/shape metrics. Letters represent cheese samples. PC 1 and PC 2 are shown.
109
Figure 12. Mean grittiness scores for cheeses used in this study. Error bars show one standard
deviation from mean. Cheeses with grittiness value below sensory threshold had at least 75% of
panelists indicated ”0” for grittiness.
110
Figure 13. Mean crystal area and mean crystal length measurements for cheeses used in this study.
Error bars show one standard deviation from mean.
111
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APPENDIX A: SUPPLEMENTARY DIFFRACTORGRAMS
Cheese Diffractogram
A
B
10 20 30 40 50
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2200
2400
2600
2800
3000
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Ikaite
2-theta (deg)
Meas. data:A1/Data 1
Struvite, syn
Ikaite
Inte
nsity (
cps)
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:B2/Data 1
Struvite, syn
Inte
nsity (
cp
s)
127
C
D
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
0
50
100Struvite, syn
0
50
100Ikaite
0
50
100Calcite, syn
10 20 30 40 50 0
50
100Brushite, syn
2-theta (deg)
Meas. data:C2/Data 1
Struvite, syn
Ikaite
Calcite, syn
Brushite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
1000
2000
3000
4000
5000
6000
7000
8000
9000
10000
0
50
100Struvite, syn
0
50
100Ikaite
10 20 30 40 50 0
50
100Brushite, syn
2-theta (deg)
Meas. data:D2/Data 1
Struvite, syn
Ikaite
Brushite, syn
Inte
nsity (
cps)
128
E
F
10 20 30 40 50
0
200
400
600
800
1000
1200
1400
1600
1800
2000
2200
2400
0
20
40
60
80
100Ikaite
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:E1/Data 1
Ikaite
Struvite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
1000
2000
3000
4000
5000
6000
7000
8000
0
50
100Ikaite
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Brushite, syn
2-theta (deg)
Meas. data:F2/Data 1
Ikaite
Struvite, syn
Brushite, syn
Inte
nsity (
cps)
129
G
H
10 20 30 40 50
0
2000
4000
6000
8000
10000
12000
14000
16000
18000
20000
22000
24000
0
50
100Ikaite
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Brushite, syn
2-theta (deg)
Meas. data:G1/Data 1
Ikaite
Struvite, syn
Brushite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
5500
6000
6500
7000
7500
8000
8500
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Ikaite
2-theta (deg)
Meas. data:H2/Data 1
Struvite, syn
Ikaite
Inte
nsity (
cps)
130
I
J
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:I2/Data 1
Struvite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
0
50
100Struvite, syn
0
50
100Ikaite
10 20 30 40 50 0
50
100Brushite, syn
2-theta (deg)
Meas. data:J2/Data 1
Struvite, syn
Ikaite
Brushite, syn
Inte
nsity (
cps)
131
K
L
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:K2/Data 1
Struvite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
500
1000
1500
2000
2500
3000
3500
4000
4500
0
20
40
60
80
100Struvite, syn
10 20 30 40 50 0
20
40
60
80
100Ikaite
2-theta (deg)
Meas. data:L1/Data 1
Struvite, syn
Ikaite
Inte
nsity (
cps)
132
M
N
10 20 30 40 50
0
100
200
300
400
500
600
700
800
900
0
50
100Struvite, syn
0
50
100Ikaite
10 20 30 40 50 0
50
100Calcite, syn
2-theta (deg)
Meas. data:M1/Data 1
Struvite, syn
Ikaite
Calcite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
50
100
150
200
250
300
350
0
50
100Struvite, syn
0
50
100Ikaite
10 20 30 40 50 0
50
100L-tyrosine
2-theta (deg)
Meas. data:N1/Data 1
Struvite, syn
Ikaite
L-tyrosine
Inte
nsity (
cps)
133
O
P
10 20 30 40 50
0
500
1000
1500
2000
2500
3000
3500
4000
4500
0
50
100Calcite, syn
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Ikaite
2-theta (deg)
Meas. data:O1/Data 1
Calcite, syn
Struvite, syn
Ikaite
Inte
nsity (
cps)
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
10 20 30 40 50 0
20
40
60
80
100
2-theta (deg)
Meas. data:P1/Data 1
Inte
nsity (
cps)
134
Q
R
10 20 30 40 50
0
50
100
150
200
250
300
350
400
0
20
40
60
80
100Ikaite
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:Q1/Data 1
Ikaite
Struvite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
100
200
300
400
500
600
700
800
900
0
50
100Ikaite
10 20 30 40 50 0
50
100Struvite, syn
2-theta (deg)
Meas. data:S1/Data 1
Ikaite
Struvite, syn
Inte
nsity (
cps)
135
S
T
10 20 30 40 50
0
50
100
150
200
250
300
350
400
10 20 30 40 50 0
20
40
60
80
100Ikaite
2-theta (deg)
Meas. data:S2/Data 1
Ikaite
Inte
nsity (
cp
s)
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:T2/Data 1
Struvite, syn
Inte
nsity (
cps)
136
U
V
10 20 30 40 50
0
50
100
150
200
250
300
350
400
0
50
100Calcite, syn
10 20 30 40 50 0
50
100Struvite, syn
2-theta (deg)
Meas. data:U1/Data 1
Calcite, syn
Struvite, syn
Inte
nsity (
cps)
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
500
550
600
650
700
750
800
10 20 30 40 50 0
20
40
60
80
100Struvite, syn
2-theta (deg)
Meas. data:V1/Data 1
Struvite, syn
Inte
nsity (
cps)
137
W
X
10 20 30 40 50
0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
5500
6000
6500
7000
7500
8000
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Ikaite
2-theta (deg)
Meas. data:W2/Data 1
Struvite, syn
Ikaite
Inte
nsity (
cps)
10 20 30 40 50
0
50
100
150
200
250
300
350
400
450
0
50
100Struvite, syn
10 20 30 40 50 0
50
100Brushite, syn
2-theta (deg)
Meas. data:X1/Data 1
Struvite, syn
Brushite, syn
Inte
nsity (
cps)
138
APPENDIX B: SUPPLEMENTARY PCA FIGURES
Figure 14. Contribution of variables to PC 1. Red line indicates 10% contribution.
Figure 15. Contribution of variables to PC 2. Red line indicates 10% contribution.
139
Figure 16. Contribution of variables to PC 3. Red line indicates 10% contribution.
Figure 17. Contribution of variables to PC 4. Red line indicates 10% contribution.