Next-generation Toolbox for Probiotic Analysis · Next-generation Toolbox for Probiotic Analysis...
Transcript of Next-generation Toolbox for Probiotic Analysis · Next-generation Toolbox for Probiotic Analysis...
Next-generation Toolbox for
Probiotic Analysis
Christopher A. Elkins, Ph.D. Director
Division of Molecular Biology
OARSA
Wiley
Building
CFSAN HQ
Probiotic Products as Dietary
Supplements What is a dietary supplement?
“a product (other than tobacco) intended to
supplement the diet that bears or contains
one or more…dietary ingredients”
-Federal Food Drug and Cosmetic Act (FDCA) §201(ff)(1)
Dietary Ingredients • Vitamin
• Mineral
• Amino acid
• Herb or other botanical
• Dietary substance for human use to supplement the diet by increasing the total dietary intake (probiotics)
• Concentrate, metabolite, constituent, extract, or combination of any ingredient above
(FDCA §201(ff)(1))
The review of a microbial NDI focuses on:
- Identity of the microorganism
- History of use*
- Fermentation and processing
- Safety of the microorganism
• Pathogenicity
• Toxins
• Antibiotic resistance genes
- Toxicological and clinical data
New Dietary Ingredient (NDI) Review Process
Consumer’s Guides
Custom Probiotics Inc.
Label
Strain information Dose- viability
Disclaimer Drug/Disease claim
GOALS:
• To provide a better understanding of the contents of
foods that contain live microbials, the accuracy of
their label and ability to identify potential
contaminants.
• Creation of a genotypic and phenotypic database of
microbes commonly found in dietary supplements to
support whole genome sequencing, through
metagenomics, as a post-market surveillance tool.
Product
culture-independent
metagenomics culture-dependent
single colony isolates
sequence sequence
Phenotypic
characterization
GENIII
K-mer analysis
Cosmos ID
MetaPhlAn
Identification
Taxonomy
Phylogeny
K-mer analysis
Identification
Database Identification
Product
culture-dependent
single colony isolates
sequence
Phenotypic
characterization
GENIII
Taxonomy
Phylogeny
K-mer analysis
Identification
Database Identification
NDI
Arthrobacter agilis Bacteroides lipolyticum
Arthrobacter citreus Bacteriodes succinogenes
Arthrobacter globiformis Brevibacterium lipolyticum
Arthrobacter luteus Brevibacterium stationis
Arthrobacter simplex Kurthia zopfii
Acinetobacter calcoaceticus Myrothecium verrucaria
Azotobacter chroococcum Pseudomonas calcis
Azotobacter paspali Pseudomonas dentrificans
Azospirillum brasiliense Pseudomonas fluorescens
Azospirillum lipoferum Pseudomonas glathei
Bacillus brevis Phanerochaete chrysosporium
Bacillus marcerans Streptomyces fradiae
Bacillus pumilis Streptomyces cellulosae
Bacillus polymyxa Streptomyces griseoflavus
Bacillus subtilis
Lactobacillus rhamnosus
Lactobacillus acidophilus
Lactobacillus reuteri HA-188
Bifidobacterium lactis HN019
Bifidobacterium lactis BI-04
Bifidobacterium lactis BI-07
Lactobacillus acidophilus La-14
Lactobacillus salivarius Ls-33
Lactobacillus paracasei Lpc-37
Best Probiotic
Prescript-Assist
Reuteri
Align Bifidobacterium infantis 35624
Culture-dependent Analysis
Product Single Colony
Isolates Align 2
Best 36
Bio-Kult 34
Culturelle kids 2
DDS Acidophilus 4
Garden of Life Primal Defense HSO 1
Garden of Life Primal Defense Ultra 30
Hammer Nutrition Digest 4
Jarro-Dophilus Original 23
Nature's Bounty 2
Now Probiotic-10 47
Primadophilus Reuteri 12
Probiotic15 24
Raw Probiotics Women 40
261
Species Single Colony
Isolates Bacillus subtilis 8
Bifidobacterium animalis 12
Bifidobacterium longum 6
Lactobacillus acidophilus 57
Lactobacillus brevis 3
Lactobacillus casei group 34
Lactobacillus fermentum 3
Lactobacillus helveticus 12
Lactobacillus plantarum 60
Lactobacillus reuteri 16
Lactobacillus rhamnosus 20
Lactobacillus salivarius 23
Lactobacillus zeae 5
Streptococcus thermophilus 2
261
PRIMADOPHILUS REUTERI
Serving size 1 capsule
Lactobacillus rhamnosus
Lactobacillus acidophilus
Lactobacillus reuteri HA-188
5 billion
Capsule diluted in 5 ml saline
Serial 10-fold dilutions in saline and plating in MRS Agar
48 h incubation
Aerobiosis at 30 °C few very small colonies
Aerobiosis at 37 °C 1.1 x 109
CO₂ system at 37 °C 1.3 x 109
Campy system at 37 °C 1.3 x 109
Anaerobiosis 37 °C 1.4 x 109 per capsule
Assembly Strain K-mer Coverage >20x Total contigs
Total size of
contigs Longest contig
N50
contig
length
R1 Lactobacillus rhamnosus 99.88 314x 371 2891222 397843 175159
R2 Lactobacillus rhamnosus 99.81 318x 593 2895284 261490 128009
R3 Lactobacillus helveticus 99.39 717x 462 2030935 103617 26069
R4 Lactobacillus helveticus 99.49 576x 372 2018987 145917 28702
R5 Lactobacillus reuteri 99.46 169x 426 2109732 171310 59944
R6 Lactobacillus reuteri 99 200x 1214 2095234 195587 56636
R7 Lactobacillus reuteri 99.39 165x 1015 2089662 171447 53230
R8 Lactobacillus reuteri 99.27 156x 1332 2097912 102590 51531
R9 Lactobacillus helveticus 98.76 240x 848 2054496 88628 21425
R10 Lactobacillus helveticus 98.76 209x 530 2041060 103562 26243
High quality sequences of the microbial genomes
that allow for antibiotic resistance, virulence
factors and toxin genes characterization
NOW PROBIOTIC-10
Serving size 1 capsule
Lactobacillus acidophilus La-14 Bifidobacterium lactis BI-04
Lactobacillus plantarum Lp-115 Bifidobacterium longum BI-05
Lactobacillus rhamnosus Lr-32 Streptococcus thermophilus St-21
Lactobacillus paracasei Lpc-37 Bifidobacterium breve Bb-03
Lactobacillus salivarius Ls-33 Lactobacillus casei Lc-11
50 billion
Capsule diluted in 5 ml saline
Serial 10-fold dilutions in saline and plating in MRS Agar
48 h incubation
Aerobiosis at 30 °C 1.1 x 1010
Aerobiosis at 37 °C 3.4 x 1010
CO2 system at 37 °C 3.1 x 1010
Campy system at 37 °C 3.3 x 1010
Anaerobiosis 37 °C 3.3 x 1010
Assembly Strain K-mer Coverage >20x Total contigs
Total size of
contigs Longest contig
N50
contig
length
P10-29 Lactobacillus salivarius 99.9 54x 94 1983752 161875 56969
P10-3 Lactobacillus acidophilus 99.9 200x 50 1969979 405017 113236
P10-30 Bifidobacterium animalis 99.5 95x 67 1918987 219509 68213
P10-35 Bifidobacterium animalis 99.8 145x 27 1920102 531273 200990
P10-4 Lactobacillus plantarum 99.0 130x 70 3217239 484131 156849
P10-46 Lactobacillus salivarius 98.4 180x 56 2004682 282264 126655
P10-6 Lactobacillus plantarum 99.0 155x 66 3218223 269017 101425
P10-8 Lactobacillus salivarius 99.6 200x 62 2009624 271763 113473
P10-9 Lactobacillus acidophilus 99.9 160x 52 1969504 386684 120761
MISSING
Lactobacillus rhamnosus Lr-32
Lactobacillus paracasei Lpc-37
Bifidobacterium longum BI-05
Streptococcus thermophilus St-21
Bifidobacterium breve Bb-03
Lactobacillus casei Lc-11
CP000033 NCFM Commercially strain used for formula, yogurt, and fluid milk production
CP005926 La-14 DuPont
CP010432 FSI4 Fidelity Systems, Inc
AYUB01 CFH 50 cells from yogurt starter culture
Phylogenic relationships among
Lactobacillus acidophilus strains
CP
00
00
33
CP
00
59
26
CP
01
04
32
AY
UB
01
B1
4
DD
S4
HD
3
JO1
NB
2
P1
0-1
PD
U1
0
CP000033 0 70 68 73 68 68 69 68 70 68 66
CP005926 70 0 8 3 4 4 5 4 6 4 12
CP010432 68 8 0 11 11 11 12 11 13 11 3
AYUB01 73 3 11 0 6 6 7 6 8 6 14
B14 68 4 11 6 0 0 1 0 2 0 8
DDS4 68 4 11 6 0 0 1 0 2 0 8
HD3 69 5 12 7 1 1 0 1 3 1 9
JO1 68 4 11 6 0 0 1 0 2 0 8
NB2 70 6 13 8 2 2 3 2 0 2 10
P10-1 68 4 11 6 0 0 1 0 2 0 8
PDU10 66 12 3 14 8 8 9 8 10 8 0
Phylogenic relationships among
Lactobacillus reuteri strains
CP
00
07
05
AP
00
72
81
CP
01
10
24
AC
LB0
1
AZD
D0
1
AA
PZ0
2
R7
_S2
Raw
-26
CP000705 0 8 3 11 7 42895 41235 7
AP007281 8 0 5 13 9 42897 41237 9
CP011024 3 5 0 8 4 42892 41232 4
ACLB01 11 13 8 0 10 42768 41096 12
AZDD01 7 9 4 10 0 42860 41198 8
AAPZ02 42895 42897 42892 42768 42860 0 16382 42307
R7_S2 41235 41237 41232 41096 41198 16382 0 40773
Raw-26 7 9 4 12 8 42307 40773 0
CP000705 DSM20016 US DOE Joint Genome Institute
AP007281 JCM1112 Kitasato Institute for Life Sciences
CP011024 IRT IBS and Pohang University of Science and Technology
ACLB01 MM2-3 Baylor College of Medicine
AZDD01 DSM20016 Intestine of adult
AAPZ02 100-23 DOE Joint Genome Institute
FM1
79
32
2
AP
01
15
48
AZC
Q0
1
AG
KC
01
JYC
S01
BA
LT0
1
Raw
-16
R2
FM179322 0 3 43254 43268 42830 44016 44250 43564
AP011548 3 0 43251 43265 42827 44014 44247 43561
AZCQ01 43254 43251 0 41601 41120 16 9 42043
AGKC01 43268 43265 41601 0 13 42157 42337 196
JYCS01 42830 42827 41120 13 0 41675 41855 207
BALT01 44016 44014 16 42157 41675 0 17 42619
Raw-16 44250 44247 9 42337 41855 17 0 42782
R2 43564 43561 42043 196 207 42619 42782 0
FM179322 GG Institute of Biotechnology, University of Helsinki
BALT01 DSM 20021 = JCM 1136 =NBRC 3425 University of Tokyo.
AZCQ01 DSM 20021 = JCM 1136 =NBRC 3425 Inner Mongolia Agricultural University,1989
AGKC01 R0011 dairy starter culture, Canada
JYCS01 CLS17 stool sample, Kazakhstan: Astana
Phylogenic relationships among
Lactobacillus rhamnosus strains
0.25%
afaD aggR bfpA eae pap saa pINV
Adhesins
cdt cnf ehx hly LT/ST stx sub
Toxins
310 Representative SNP Genotypes
% A B1 S2 S3 E2 E D F1 F2 B2 CL1
A 1.1 1.4 1.3 1.2 1.4 2.0 2.1 2.1 2.3 3.2
B1 1.1 1.3 1.2 1.3 1.4 2.0 2.1 2.1 2.3 3.2
S2 1.4 1.3 1.3 1.4 1.5 2.0 2.1 2.1 2.3 3.3
S3 1.3 1.2 1.3 1.5 1.5 2.1 2.2 2.2 2.4 3.3
E2 1.2 1.3 1.4 1.5 1.5 2.0 2.1 2.1 2.3 3.2
E 1.4 1.4 1.5 1.5 1.5 2.0 2.1 2.1 2.3 3.2
D 2.0 2.0 2.0 2.1 2.0 2.0 1.8 1.7 2.2 3.0
F1 2.1 2.1 2.1 2.2 2.1 2.1 1.8 1.8 1.9 3.0
F2 2.1 2.1 2.1 2.2 2.1 2.1 1.7 1.8 1.8 3.1
B2 2.3 2.3 2.3 2.4 2.3 2.3 2.2 1.9 1.8 3.3
CL1 3.2 3.2 3.3 3.3 3.2 3.2 3.0 3.0 3.1 3.3
A
B1
B2
D
E F1
F2
Shigella
Escherichia sp. CL1
S1
S2 S3
SS
SD1
E2
Metagenomics: Shift in Perspectives and
Applications
Culture Independent Diagnostics
• Essentially probing metagenomes
• Can take reductionist approach
with wealth of whole genome
sequences
Platforms
• Whole genome sequencing
• Microarray
Considerations
• Sensitivity
• Specificity
Product
culture-independent
metagenomics
sequence
K-mer analysis
Cosmos ID
MetaPhlAn
Identification
Direct-from-Product DNA Isolation and
Sequencing
• Cell lysis and DNA exposure occurs by mechanical and
chemical methods
• Whole genome shotgun sequencing
Pipeline for K-mer database
Selected Reference Genomes
565 Bacterial genomes representing 100 different
species
• Match reads against the k-mers • Assign, Count, Normalized reads
Output Table of relative abundance per
species
25-mers specific for the different species were identified
DB: ~40-80K K-mers per species
Input Shotgun
Metagenome Reads (FastQ)
Metagenomic Analysis Detection Limits
Patro et al. mSphere 2016;1:e00057-16
Bifidobacterium longum
Lactobacillus acidophilus
Lactobacillus rhamnosus
Bifidobacterium animalis
Lactobacillus plantarum
Lactobacillus casei group
Lactobacillus reuteri
Bifidobacterium bifidum
Target name Probe ct Read ct Reads
matched
Relactive %
Present
Bifidobacterium longum 32599 1316884 357935 32.286
Lactobacillus acidophilus 70469 1941608 445064 27.228
Lactobacillus rhamnosus 54371 2164056 278159 15.268
Bifidobacterium animalis 74717 1925751 171874 10.601
Lactobacillus plantarum 50527 2374868 155677 7.786
Lactobacillus casei group 60168 1964209 98467 5.955
Lactobacillus reuteri 32513 1146264 4888 0.507
Bifidobacterium bifidum 66219 1991129 3092 0.184
Bifidobacterium breve 56216 1787121 994 0.066
Lactobacillus iners 28902 1044277 206 0.023
Pediococcus acidilactici 26488 1173449 145 0.015
Lactobacillus pentosus 129105 3364781 347 0.012
Lactobacillus zeae 113644 2962158 259 0.010
Lactobacillus kefiranofaciens 66218 1837936 145 0.009
Lactobacillus helveticus 50002 1606399 107 0.008
Bifidobacterium dentium 97911 2601231 148 0.007
Bifidobacterium adolescentis 47337 1537553 62 0.005
Paenibacillus 1128 100000 3 0.004
Lactobacillus jensenii 6754 363487 10 0.003
Ruminococcus albus 2843 197757 5 0.003
Lactobacillus crispatus 42400 1365893 21 0.002
Lactobacillus sanfranciscensis 48974 1280377 17 0.002
Bifidobacterium asteroides 85360 2159745 28 0.002
Lactobacillus fermentum 72844 1990265 24 0.001
Clostridium difficile 63459 3088547 27 0.001
Lactobacillus brevis 88585 2255504 11 0.001
Lactobacillus salivarius 37452 1353277 6 0.001
Desulfovibrio vulgaris 69658 3084907 13 0.001
Bacillus cereus 37787 1976640 8 0.000
Enterococcus faecalis 79578 2446128 6 0.000
Faecalibacterium prausnitzii 7843 419474 1 0.000
Enterococcus faecium 84870 2432977 5 0.000
LABEL:
Bifidobacterium longum BB536
Lactobacillus acidophilus La-14
Bifidobacterium lactis BI-04
Lactobacillus rhamnosus R0011
Lactobacillus casei R0215
Lactobacillus plantarum R1012
Label authentication: Identification and relative quantification of microbial species directly from the product using K-mer analysis
Metagenomic sequencing of various
probiotic products and associated
inconsistences with labelling
Patro et al. mSphere 2016;1:e00057-16
The relative amounts of each bacteria in a product are reported for two examples, product G and Product H. The
variation in Project G is due to the different formulation in lot 1 versus lots 2 and 3 and can be detected via sequencing.
(Patro et al. 2016. mSphere, 1:e00057-16).
Lot to lot variation and contaminant identification
Bacterial Genera Representation
Lactobacillus
Bifidobacterium
Bacteroides
Bacillus
Lactococcus
Leuconostoc
Pediococcus
Clostridium
Enterococcus
Streptococcus
12%
41%
16%
6%
10%
12%
Custom “GutProbe” Microarray Design
10 Genera 92 Genomes 229 Plasmids
Validation
Validation
Probesets displayed for type strains Establishing correct annotation and cross-
hybridization is essential
Genome-scale Product and Strain
Comparison
Journal of Applied Microbiology
Volume 118, Issue 6, pages 1478-1488, 9 APR 2015 DOI: 10.1111/jam.12795
http://onlinelibrary.wiley.com/doi/10.1111/jam.12795/full#jam12795-fig-0004
Primadophilus Intensive “active ingredients” B. Breve, B. longum, B. bifidum, L. acidophilus, L. rhamnosus
Bacillus cereus ATCC 10987 Bacillus coagulans 36D1
Bacillus pumilus SAFR-032 Bacillus subtilis subsp. subtilis str. 168
Bacteroides caccae ATCC 43185 Bacteroides capillosus ATCC 29799
Bacteroides cellulosilyticus DSM 14838 Bacteroides coprocola DSM 17136
Bacteroides coprophilus DSM 18228 Bacteroides dorei DSM 17855
Bacteroides fragilis NCTC 9343 Bacteroides intestinalis DSM 17393
Bacteroides stercoris ATCC 43183 Bacteroides thetaiotaomicron VPI-5482
Bacteroides uniformis ATCC 8492 Bifidobacterium adolescentis ATCC 15703
Bifidobacterium adolescentis L2-32 Bifidobacterium angulatum DSM 20098
Bifidobacterium bifidum NCIMB 41171 Bifidobacterium breve DSM 20213
Bifidobacterium catenulatum DSM 16992 Bifidobacterium dentium Bd1
Bifidobacterium gallicum DSM 20093 Bifidobacterium longum bv. infantis CCUG 52486
Bifidobacterium longum DJO10A Bifidobacterium longum DJO10A
Bifidobacterium longum NCC2705 Bifidobacterium longum subsp. infantis ATCC 15697
Bifidobacterium longum subsp. infantis ATCC 55813 Bifidobacterium pseudocatenulatum DSM 20438
Clostridium asparagiforme DSM 15981 Clostridium bolteae ATCC BAA-613
Clostridium hathewayi DSM 13479 Clostridium leptum DSM 753
Clostridium methylpentosum DSM 5476 Lactobacillus antri DSM 16041
Lactobacillus brevis ATCC 367 Lactobacillus buchneri ATCC 11577
Lactobacillus casei ATCC 334 Lactobacillus crispatus JV-V01
Lactobacillus delbrueckii subsp. bulgaricus ATCC 11842 Lactobacillus fermentum IFO 3956
Lactobacillus helveticus DPC 4571 Lactobacillus helveticus DSM 20075
Lactobacillus hilgardii ATCC 8290 Lactobacillus iners DSM 13335
Lactobacillus jensenii JV-V16 Lactobacillus johnsonii NCC 533
Lactobacillus paracasei subsp. paracasei ATCC 25302 Lactobacillus plantarum WCFS1
Lactobacillus rhamnosus GG Lactobacillus rhamnosus HN001
Lactobacillus rhamnosus Lc 705 Lactobacillus rhamnosus LMS2-1
Lactobacillus ruminis ATCC 25644 Lactobacillus sakei subsp. sakei 23K
Lactobacillus salivarius UCC118 Lactobacillus ultunensis DSM 16047
Lactococcus lactis Lactococcus lactis subsp. lactis
Leuconostoc citreum KM20 Pediococcus pentosaceus ATCC 25745
B. bifidum NCIMB 41171 2%
B. longum ATCC 15697 9% B. breve DSM 20213
60%
L. rhamnosus LMS2-1 3%
Batch formulations by two
different genomic-scale
techniques
Patro et al. mSphere 2016;1:e00057-16
Whole genome sequencing (WGS) can facilitate the review of NDIs:
Identity, safety, history of use => “molecular sleuthing”
Metagenomic sequencing offers high potential for post market
surveillance and labeling
• Sample complexity, detection limits
Microarray offers rapid and highly specific identification and
subtyping of marketed products => GMP monitoring
Enhanced databasing will improve species taxonomy, strain
identification, and provide new refined targets for applied tool
development
Conclusions/Summary
Acknowledgments
• CARMEN TARTERA
• JAYANTHI GANGIREDLA
• TAMMY BARNABA
• MARK MAMMEL
• DAVID LACHER
• JENNIFER PATRO
• PADMINI RAMACHANDRAN
• ERIKA PFEILER
• JADA LEWIS
Dwayne C. Savage, Ph.D.
1934 - 2016
• Pioneer • Educator • Eminent Commensal Microbiologist