Make it count - Amazon Web Services250 150 100 75 50 37 25 20 15 10 Patient sample AL 263 AL 263 TP...
Transcript of Make it count - Amazon Web Services250 150 100 75 50 37 25 20 15 10 Patient sample AL 263 AL 263 TP...
Make it countTechnical considerations and initial findings
for accurate quantitative comparison of
urinary extracellular vesicles to determine
minimal residual kidney disease in AL
amyloidosis
Marina Ramirez Alvarado, PhDDepartment of Biochemistry and Molecular Biology/Immunology
Mayo Clinic, Rochester, MN USA
IKMG Montreal
May 24th, 2019
Disclosure of Conflict of Interest
Nature of relationship(s)
Name of for-profit or not-for-profit organization(s)
Description of relationship(s)
Any direct financial payments including receipt of honoraria
Membership on advisory boards or speakers’ bureaus
Funded grants or clinical trials
Patents on a drug, product or device
All other investments or relationships that could be seen by a reasonable, well-informed participant as having the potential to influence the content of the educational activity
❑ I do not have a relationship with a for-profit and/or a not-for-profit organization to disclose
❑ I have a relationship with a for-profit and/or a not-for-profit organization to disclose
Outline
• Extracellular vesicles- exomeres, exosomes, microvesicles, and
apoptotic bodies
• Urinary Exosomes- why bother?
• Urinary extracellular vesicles (uEVs) in light chain (AL) amyloidosis
• Minimal residual disease studies using uEVs in AL amyloidosis
• Comparing apples with grapes-towards a standardization of the assay
• Testing the range of the uEV oligomer detection with different extraction
methods
• Conclusions
• Acknowledgements
Journal of Endocrinology 228 R57-R71
Nature Cell Biology volume 20, pages332–343 (2018)
50-120 nm200-500 nm
400-600 nm
At the time we started our
urinary extracellular vesicles
(uEV) research, the main goal
was to establish if uEV can be
used as a non-invasive tool to
study response and
progression in renal diseases
Ramirez-Alvarado, et al., PLoS ONE 2012 7(6):e38061
Urinary extracellular vesicles (uEVs) from active AL
amyloidosis patients present stable oligomeric light
chain species
Proof of concept to increase sensitivity to evaluate
minimal residual disease using mass spectrometry
of uEVs
• Mass spec of uEVs and serum: monoclonal
immunoglobulin Rapid Accurate Mass Measurement
(miRAMM)
• Laser microdissection followed by mass spectrometry
• cDNA characterization of CD138+ cells from bone
marrow
• uEVs extraction, characterization using WB and
miRAMM
• Longitudinal studies of serum samples using
miRAMM
Ramirez-Alvarado et al., Am J Hematol. 2017 Jun;92(6):536-541
Ramirez-Alvarado et al., Am J Hematol. 2017 Jun;92(6):536-541
2008
2013
Ramirez-Alvarado et al., Am J Hematol. 2017 Jun;92(6):536-541
Minimal residual disease-uEVs analyzed with miRAMM allows us to
identify the pathogenic light chain post treatment when FLC is
undetectable in serum
<--------FR1----------><---CDR1----><------FR2-----><---CDR2---><----------------FR3-------------><-CDR3-><---FR----->
sss ssssss ssssssssssss sssss sss sss ssssssss ssssssssss sssssssss ssssss ssssss
2 3 4 5 6 7 8 9 10
123456789-123456789012345678901abc23456789012345678901abcde23456789012345678ab901234567890123456789012345abcde67890123
IGLV 6-57 NFMLTQPHS-VSESPGKTVTISCTRSSGSIASN-YVQWYQQRPGSSPTTVIYED-----NQRPSGVPDRFSGSIDSSSNSASLTISGLKTEDEADYYCQSYDSSNYYVFGTGTKVTVL
AL-ex11 kidamyl VL NFMLTQPHS-VSESPGKTVTISCARSSGSIASN-YVQWFQQRPGSAPTTVVYED-----HQRPSGVPDRFSGSIDSSSNSASLTISGLTADDEADYYCQSYDDSNYYVFGTGTKVTVL
AL-ex11 cDNA VL NFMLTQPHS-VSESPGKTVTISCARSSGSIASN-YVQWFQQRPGSAPTTVVYED-----HQRPSGVPDRFSGSIDSSSNSASLTISGLTADDEADYYCQSYDDSNYYVFGTGTKVTVL
ssssssssssss hhhh ssssssss sssss ssssssss ssssssssss hhhhhhh sssss sssssssssssss 2 3 4 5 6 7 8 9 10
1234567890123456789012345678901234567890123456789012345678901234567890123456789012345678901234567890123456
IGLC1 GQPKANPTVTLFPPSSEELQANKATLVCLISDFYPGAVTVAWKADGSPVKAGVETTKPSKQSNNKYAASSYLSLTPEQWKSHRSYSCQVTHEGSTVEKTVAPTECS
AL-ex11 kidamyl CL GQPKANPTVTLFPPSSEELQANKATLVCLISDFYPGAVTVAWKADGSPVKAGVETTKPSKQSNNKYAASSYLSLTPEQWKSHRSYSCQVTHEGSTVEKTVAPTECS
AL-ex11 cDNA CL GQPKANPTVTLFPPSSEELQANKATLVCLISDFYPGAVTVAWKADGSPVKAGVETTKPSKQSNNKYAASSYLSLTPEQWKSHRSYSCQVTHEGSTVEKTVAPTECS
Ramirez-Alvarado et al., Am J Hematol. 2017 Jun;92(6):536-541
The LC mass found on the uEV oligomers matches with the
same protein found on the renal amyloid deposits and the cDNA
translated sequence from plasma cells
Variables to take into account with uEVs to use
as a clinical tool to follow renal disease response
and progression
➢Urine is a highly variable fluid
➢Urine volume varies among patients
➢24 hour urine sample addresses this partly (dialysis
patients barely generate any urine)
➢Protein content varies by fluid intake and GFR
➢% Albumin vs. non-Albumin protein content
➢Particle numbers (total uEVs in urine) vary by disease state
➢Types of protein excreted varies by disease state
➢Confounding factors: Non pathogenic Immunoglobulins in
urine/uEVs
0,00
0,50
1,00
1,50
2,00
2,50
To
tal P
rote
in
Co
ncen
trati
on
(µ
g/µ
L)
AL MGUS HD 240 202 101
0,00E+00
5,00E+11
1,00E+12
1,50E+12
2,00E+12
Part
icle
Co
ncen
trati
on
p
er
mL
AL MGUS HD240 202 101
Important differences exist between uEV protein
concentration and particle concentration among
different plasma cell dyscrasias and healthy
controls
Cooper et al., under review
y = -2E+12x + 4E+11R² = 0,0961
0
5E+10
1E+11
1,5E+11
2E+11
2,5E+11
3E+11
3,5E+11
4E+11
4,5E+11
0 0,02 0,04 0,06 0,08
Part
icle
Co
ncen
trati
on
per
mL
24 hour Urine Protein mg/mL
p≤0.55
Pearson Correlation
y = 2,4222x + 0,1675R² = 0,1120
0,05
0,1
0,15
0,2
0,25
0,3
0,35
0,4
0,45
0 0,02 0,04 0,06 0,08
uE
Vsam
ple
Co
ncen
trati
on
µ
g/μ
L
24 hour Urine Protein mg/mL
p≤0.52
Pearson Correlation
We found no correlation between total protein content
and particle concentration…
… and there is no correlation between
uEV sample concentration and total
protein content
Cooper et al., under review
70
75
80
85
90
95
100
Part
icle
Siz
e in
nm
AL MGUS HD240 202 101
Mode Particle Size
Cooper et al., under review
AL 240 HD 101
MGUS 202
uEVs in our samples present exosome particle size
ID Total
Urine
Volume
(mL)
Protein
mg/day
%
Albumin
Urine Total
Protein
Concentration
(mg/mL)
Urine
Sample
(mL)
Total
Protein
in Urine
Sample
(µg)
uEV
Protein
Bradford
(µg/µL)
Resuspension
Volume (µL)
Total
uEV
sample
Protein
(µg)
Ratio uEV
sample to
Total Urine
Protein (%)
Non-Albumin
uEV protein
(µg/µL)
uEV Sample
Volume (µL)
Needed for
15µg Assay
Urine
Volume(mL)
Needed for
15µg Assay
AL D64E 2340 15561 57 6.65 60 399000 4.24 375 1590 0.3985 1.8232 8.23 65.51
AL D64F 2039 15843 54 7.77 60 466200 3.26 375 1222.5 0.2622 1.4996 10.00 52.41
AL D64G 1728 15431 55 8.93 60 535800 4.52 375 1695 0.3163 2.0340 7.37 46.62
AL D64H 4307 14428 53 3.35 60 201000 1.57 375 588.75 0.2929 0.7379 20.33 118.98
µ𝒈 𝒏𝒐𝒏𝑨𝒍𝒃 𝑬𝑽 𝒑𝒓𝒐𝒕𝒆𝒊𝒏 = 𝟑𝟕𝟓µ𝑳 ∗ 𝟏𝟓µ𝒈/𝟏𝟎µ𝑳 = 𝟓𝟔𝟐𝒖𝒈 𝒏𝒐𝒏𝑨𝒍𝒃 𝑬𝑽 𝒑𝒓𝒐𝒕𝒆𝒊𝒏
Cooper et al., under review
Towards standardization: unifying uEV protein
content
Fraction of protein in uEVs over total protein in urine is around 0.3%
From this information , we can calculate how much urine volume we need to analyze
15 mg of uEV protein
250
150
100
75
50
37
25
20
15
10
Patient
sample
AL
263
AL
263
TP
ALD
64-G
HD
101-B
AL
250
AL
250
AL
D64-F
AL
D64-F
AL
D64-F
HD
101-B
Total
Protein
17.2
mg
28.4
mg
33.3
mg
13.2
mg
21.7
mg
65.1
mg
4.6
mg
7.2
mg
32.6
mg
6.6
mg
Non-
Albumin
uEV
15
mg
24.7
mg
15
mg
3.7
mg
11
mg
2.1
mg
3.3
mg
15
mg
ANTI-Kappa Free Light Chain ANTI-Lambda Free Light Chain
Cooper et al., under review
Testing the algorithm using stringent conditions
Testing our
protein
standardization
with historical
data
(progress so far)
New patients or
patients with
stable disease
oligomers 17
no
oligomers
11
Partial response or
very good partial
response
oligomers 4
no
oligomers
5
Trish Caffes, Shawna Cooper
Complete response
oligomers 5
no
oligomers
6
The evaluation of response was made by Nelson Leung. Additional blind evaluations
will be done. The western blot reading of oligomer presence was done blindly
• uEVs were extracted
using filtering
methods instead of
ultracentrifugation in
most cases
• When both methods
were used, we
evaluated the
presence/absence of
oligomers in
ultracentrifuged
samples
• Urine volumes used
range from 5-20 mL
Trends are in the right
direction
in these historical
samples that were not
optimized for our current
methods
New patients or
patients with
stable disease
oligomers 17
no
oligomers
11
Partial response or
very good partial
response
oligomers 4
no
oligomers
5
Trish Caffes, Shawna Cooper
Complete response
oligomers 5
no
oligomers
6
The evaluation of response was made by Nelson Leung. Additional blind evaluations
will be done by two hematologists. The western blot reading of oligomer presence was
done blindly
• uEVs were extracted
using filtering
methods instead of
ultracentrifugation in
most cases
• When both methods
were used, we
evaluated the
presence/absence of
oligomers in
ultracentrifuged
samples
• Urine volumes used
range from 5-20 mL
Testing the algorithm with
historical samples:
If the uEV protein recovery is 0.3%
and the amount of non Albumin
loaded in the gel is 0.562 mg,
Range of volume needed for assay
using algorithm:
20-6808 mL urine (avg: 1147 mL)
Average 24 hour urine volume from
historical patients: 1491 mL
Range of % albumin in urine:
3-81% (with active disease);
3-100% for patients in CR.
Proteinuria range: 65-29326
mg/day
What I hope you learned today…
• Patients with active AL amyloidosis present unique features
(oligomeric species) in their uEVs.
• Pathogenic light chains are enriched in uEVs and are
detectable using mass spectrometry
• Non-Albumin protein in urine is an important parameter to
standardize the uEV assay in plasma cell dyscrasias
• We have identified the range of parameters that allows us
to observe oligomers with an assay we hope to move to the
clinic in the near future
Ramírez-Alvarado Team 2019EB AllenLuis Blancas Mejía, PhDShawna Cooper, MSChris J. DickTorri JordanKhansaa MaarPinaki Misra, PhD
Trish Caffes
COLLABORATORSClinical collaboratorsNelson Leung (Nephrology)Samih Nasr (pathology)Priya Alexander (pathology)Morie Gertz (Hematology)Angela Dispenzieri (Hematology)Martha Grogan (Cardiology)Geoff Johnson (Nuclear medicine)
Chris Ward (nephrology, KUMC)
Fibril toxicity and imagingJon Wall (UT-Knoxville)• Angela Williams• Emily Martin
Mesenchymal stromal cellsYi Lin (Hematology)
Solid State NMRChad Rienstra (UIUC)• Dennis Piehl (UIUC)
Mass spectrometryEllen McPhail (Lab medicine)Surendra Dasari (bioinformatics, lab medicine)David Barnidge (Formerly lab medicine, now TBS)David Murray (Lab Medicine)Bob Bergen (Proteomics)
Funding
NIH R01 GM 071514NIH R01 GM 128253NSF 1744098
Regenerative medicine-MayoDepartment of lab medicine and pathology- A. DispenzieriMayo Seidler Professorship-GertzMayo Foundation
Generous support from Amyloidosis patients and their families
Ramirez-Alvarado, et al., PLoS ONE 2012 7(6):e38061
miRAMM
Patient : AL-ex11sample date:
2008
2009
2010
2013
Kappa clone +11
Molecular mass
2126.06 Da
2126.10 Da
2126.09 Da
2125.96 Da