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High Throughput Screening for ARV
Drugs in HIV Prevention Studies
William Clarke, PhD, MBA, DABCC
Associate Professor, Pathology
Johns Hopkins University School of
Medicine
Disclosures
• Research funding: NIH, FDA, Thermo Fisher
Scientific, Nova Biomedical, Saladax
Biomedical, Instrumentation Laboratories
• Consulting/Advisory Boards: Thermo Fisher
Scientific, Nova Biomedical, Roche
Diagnostics, Instrumentation Laboratories
HIGH RESOLUTION MASS SPECTROMETRY
SCREENING AND ANTIRETROVIRAL
ADHERENCE MONITORING
Use of ARVs in HIV Prevention
• HIV Prevention Trials Network (HPTN) is a global collaborative
network focused on non-vaccine interventions of HIV transmission
prevention
• Data suggest a correlation between HIV viral load and HIV
transmission (increased viral load leads to an increased likelihood of
HIV transmission)
- ART as Prevention
• Studies have demonstrated that administration of ARVs at birth
(and prenatally) prevent HIV transmission
- Pre-exposure Prophylaxis (PrEP)
• Additional studies are focused on preventative treatment with ARVs
as pre-exposure prophylaxis in high-risk populations
Big Problems?
• For PrEP and ART as Prevention studies,
interpretation dependent on adherence to protocol
• Partners in Prevention HSV/HIV study observed
undisclosed ARV use in 46% of infected participants
• HPTN 052 study found that in 96 index participants
(reported no ARV treatment) with viral suppression,
45 had detectable ARVs in blood
• Causes great concern:
– Self-report is unreliable
– Cost of objective testing in large sets of participants
would be very high ($200-250/sample for 1,000s of
subjects)
Fogel et al. JID 208 (2013) 1624-28.
Celum et al. N Engl J Med 362 (2010) 427-39.
Kahle et al. Proceedings of the Int Microbicides Conf; April 2012; Sydney, Australia. Abstract 347.
Total Ion Chromatogram
Marzinke et al. Clin Chim Acta 433 (2014) 157-68. For research use only. Not for use in diagnostic procedures.
Lamuvidine Extracted Ion
Chromatogram
Marzinke et al. Clin Chim Acta 433 (2014) 157-68.
Challenges and Goals
• Must have faster methods
– >10K specimens in the queue; ~50K to come
• Automated data analysis – remove subjective
interpretation
• Confirmatory testing selected specimens
Courtesy of Thermo Fisher Scientific
Preliminary work on TSQ Endura MS
1.33 minute method
With .4 minute data
Collection window. Using
0.5*50 Cyclone P column
With 2.1*10 Hypersil gold
Javelin cartridge @ source
Courtesy, Francois Espourteille – Thermo Fisher Scientific
24 second data window (SRM)
Courtesy, Francois Espourteille – Thermo Fisher Scientific
Warfarin - IS
Nevirapine
Saquinavir
Full Scan Data with Rapid Separation
Rapid Analysis with Q Exactive MS
• Targeted MS2 using quadrupole for nominal
precursor mass; exact mass for analysis of
fragments
– All positive mode; Resolution = 17.5K at m/z of 200
• Utilize 1-3 product ions per compound, maintain
ability to view the exact mass of the precursor
• Use ‘de-tuned’ chromatography to optimize
number of scans across the peaks
– Target: 2 retention time groups in <60 seconds
SPE Preparation
• Phenomenex Strata-X 96-well plates
– 33 mm particle size; 10 mg sorbent mass
• Precondition with 200 mL MeOH
• Add 200 mL of internal standard (abacavir-d4
and lopinavir-d8) in 1%TFA/0.025 formic acid
• 100 mL sample (wait 2 min)
• 200 mL H2O (wait 3 min)
• 2x elution with 200 mL MeOH + 0.025% formic
acid
Chromatography
• Starting LC Conditions:
– Mobile Phase A: 10mM ammonium formate + 0.05%
formic acid
– Mobile Phase B: Methanol + 0.05 % formic acid
– Mobile Phase C: 2:2:1 IPA:Acetone:Acetonitrile
– Analytical column: Hypersil Gold PFP, 50 x 2.1; 5um
particle size
• Elution: Step gradient from 100%A to 100% B
• Wash: Mobile Phase C & Re-equilibrate
• Total program time = 3.1 minutes
RT: 0.00 - 1.50 SM: 11G
0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5
Time (min)
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
Lamuvidine
0.28
0.42
Emtricitabine
0.24
0.44
Nevirapine
0.26
Abacavir
0.30
Tenofovir
0.27
Zidovudine
0.25
Efavirenz
0.80
NL: 9.33E5
m/z= 112.0502-112.0514 F: FTMS + p ESI
Full ms2 230.06@hcd32.00 [60.00-255.00]
MS Sys_Suit_3
NL: 1.33E6
m/z=
130.0404-130.0418+248.0488-248.0512 F:
FTMS + p ESI Full ms2 248.05@hcd70.00
[60.00-270.00] MS Sys_Suit_3
NL: 2.89E6
m/z=
107.0603-107.0613+226.0837-226.0859 F:
FTMS + p ESI Full ms2 267.12@hcd57.00
[60.00-290.00] MS Sys_Suit_3
NL: 5.71E7
m/z= 191.1025-191.1045 F: FTMS + p ESI
Full ms2 287.16@hcd29.00 [60.00-310.00]
MS Sys_Suit_3
NL: 2.89E4
m/z=
136.0613-136.0627+176.0922-176.0940 F:
FTMS + p ESI Full ms2 288.09@hcd42.00
[60.00-310.00] MS Sys_Suit_3
NL: 1.02E5
m/z=
127.0496-127.0508+142.0603-142.0617 F:
FTMS + p ESI Full ms2 268.10@hcd10.00
[60.00-290.00] MS Sys_Suit_3
NL: 2.12E4
m/z=
244.0114-244.0138+272.0424-272.0452 F:
FTMS + p ESI Full ms2 316.03@hcd12.00
[60.00-340.00] MS Sys_Suit_3
RT: 0.00 - 1.50 SM: 9G
0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4
Time (min)
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100 Raltegravir
0.75
1.03 1.431.26
Amprenavir
0.75
Maraviroc
0.90
Darunavir
0.73
Nelfinavir
0.98
Tipranavir
0.87
Indinavir
0.90
Lopinavir
0.84
NL: 2.44E6
m/z= 109.0947-109.0957+361.1290-361.1326 F:
FTMS + p ESI Full ms2 445.16@hcd20.00
[60.00-470.00] MS Sys_Suit_3
NL: 3.22E6
m/z= 245.1630-245.1654+418.1768-418.1810 F:
FTMS + p ESI Full ms2 506.23@hcd13.00
[60.00-535.00] MS Sys_Suit_3
NL: 5.79E6
m/z= 280.1582-280.1610+389.2375-389.2413 F:
FTMS + p ESI Full ms2 514.34@hcd17.00
[60.00-540.00] MS Sys_Suit_3
NL: 2.64E6
m/z=
69.0338-69.0344+113.0593-113.0605+
392.1977-392.2017 F: FTMS + p ESI Full ms2
548.24@hcd10.00 [60.00-575.00] MS Sys_Suit_3
NL: 2.07E6
m/z= 330.1140-330.1174+467.2338-467.2384 F:
FTMS + p ESI Full ms2 568.32@hcd25.00
[60.00-600.00] MS Sys_Suit_3
NL: 3.23E5
m/z=
375.2170-375.2208+411.0596-411.0638+
585.1994-585.2052 F: FTMS + p ESI Full ms2
603.21@hcd13.00 [60.00-635.00] MS Sys_Suit_3
NL: 1.65E6
m/z=
421.2330-421.2372+465.2829-465.2875+
513.2825-513.2877 F: FTMS + p ESI Full ms2
614.37@hcd24.00 [60.00-645.00] MS Sys_Suit_3
NL: 2.98E6
m/z= 183.1118-183.1136+447.2617-447.2661 F:
FTMS + p ESI Full ms2 629.37@hcd10.00
[60.00-660.00] MS Sys_Suit_3
RT: 0.00 - 1.50 SM: 13G
0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5
Time (min)
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
0
50
100
Saquinavir
1.11
Atazanavir
0.79
Ritonavir
0.83
Rilpivirine
0.89
Abacavir d4
0.30
Lopinavir d8
0.85
1.42
NL: 2.18E6
m/z= 433.1845-433.1889+570.3042-570.3100
F: FTMS + p ESI Full ms2 671.39@hcd26.00
[60.00-705.00] MS Sys_Suit_3
NL: 2.71E6
m/z=
168.0799-168.0815+335.1946-335.1980+
534.3049-534.3103 F: FTMS + p ESI Full ms2
705.40@hcd22.00 [60.00-735.00] MS
Sys_Suit_3
NL: 1.67E6
m/z= 296.1413-296.1443+426.1825-426.1867
F: FTMS + p ESI Full ms2 721.32@hcd11.00
[60.00-755.00] MS Sys_Suit_3
NL: 2.96E3
m/z= 182.0831-182.0849+195.0908-195.0928
F: FTMS + p ESI Full ms2 367.17@hcd57.00
[60.00-390.00] MS Sys_Suit_3
NL: 5.24E6
m/z= 78.0544-78.0552+195.1282-195.1302 F:
FTMS + p ESI Full ms2 291.19@hcd29.00
[60.00-315.00] MS Sys_Suit_3
NL: 6.07E5
m/z= 191.1621-191.1641+447.2616-447.2660
F: FTMS + p ESI Full ms2 637.42@hcd10.00
[60.00-670.00] MS Sys_Suit_3
Do We Have a High Throughput Assay?
Do We Have a High Throughput Assay?
• Automated sample preparation
– 50-60 min/plate; 0.6-0.7 min/sample
• 1.6 min to first result by LC-MS
– 1.5 min sample to sample
• Approx. 2 hr/plate (130 min for subjects + QC)
• ~ 12 hours/day  6 plates  80 subjects/plate
• 2 instruments = 960 specimens/day
• LOD = 5-10 ng/mL for all assay components
Things are not always that easy …
Things are not always that easy …
• Some specimens clog wells
– Need dilution or manual extraction
• Processing is a bottleneck
• Must keep 8 channels going
• Column degradation monitoring
• Re-analysis management
• Reagent management
Ongoing and Planned Studies
• Programming for automated data review and
compilation
• Ongoing studies in HIV Prevention
– ART as Prevention
– PrEP in IDU and SOA settings
• Additional screening from same extracted
plate
– Hormonal contraceptives
– Substances of abuse
WHAT IS CLIA AND WHY DOES IT MATTER?
CLIA ‘67
CLIA ‘88
CLIA
CMS
FDACDC
CLIA
CMS
FDACDC
Clinical Laboratory Oversight
Test CategorizationScientific Consultation
Test Complexity
• 7 categories considered for scoring
– Knowledge, training/experience,
reagent/materials preparation, operational steps,
calibration/QC, troubleshooting/maintenance,
interpretation & judgement
• Complexity = waived, moderate, high
• Moderate and high complexity tests require
site inspection
• As complexity increases, regulatory
requirements become more stringent
Accepted Accreditation Organizations
• College of American Pathologists (CAP)
• The Joint Commission (JC)
• Commission on Laboratory Accreditation
(COLA)
• American Association of Blood Banks (AABB)
• American Osteopathic Association (AOA)
• American Society for Histocompatibility and
Immunogenetics (ASHI)
Acknowledgements
• Johns Hopkins School of
Medicine
– Mark Marzinke, PhD
– Sue Eshleman, MD, PhD
– Craig Hendrix, MD
– Teresa Parsons, PhD
– Matthew Olson, MD
– Athena Petrides, PhD
• Clinical Mass Spec Lab
– Autumn Breaud
– Sabitha Schools
– Veronica Gantert
– Josh Moskowitz
• Funding
– NIH (UM1-AI068613)
– NIAID, NIDA, NIMH under
Cooperative Agreement #
UM1 AI068619
– Thermo Fisher Scientific
QUESTIONS??
wclarke@jhmi.edu

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High Throughput Screening for ARV Drugs in HIV Prevention Studies

  • 1. High Throughput Screening for ARV Drugs in HIV Prevention Studies William Clarke, PhD, MBA, DABCC Associate Professor, Pathology Johns Hopkins University School of Medicine
  • 2. Disclosures • Research funding: NIH, FDA, Thermo Fisher Scientific, Nova Biomedical, Saladax Biomedical, Instrumentation Laboratories • Consulting/Advisory Boards: Thermo Fisher Scientific, Nova Biomedical, Roche Diagnostics, Instrumentation Laboratories
  • 3. HIGH RESOLUTION MASS SPECTROMETRY SCREENING AND ANTIRETROVIRAL ADHERENCE MONITORING
  • 4. Use of ARVs in HIV Prevention • HIV Prevention Trials Network (HPTN) is a global collaborative network focused on non-vaccine interventions of HIV transmission prevention • Data suggest a correlation between HIV viral load and HIV transmission (increased viral load leads to an increased likelihood of HIV transmission) - ART as Prevention • Studies have demonstrated that administration of ARVs at birth (and prenatally) prevent HIV transmission - Pre-exposure Prophylaxis (PrEP) • Additional studies are focused on preventative treatment with ARVs as pre-exposure prophylaxis in high-risk populations
  • 5. Big Problems? • For PrEP and ART as Prevention studies, interpretation dependent on adherence to protocol • Partners in Prevention HSV/HIV study observed undisclosed ARV use in 46% of infected participants • HPTN 052 study found that in 96 index participants (reported no ARV treatment) with viral suppression, 45 had detectable ARVs in blood • Causes great concern: – Self-report is unreliable – Cost of objective testing in large sets of participants would be very high ($200-250/sample for 1,000s of subjects) Fogel et al. JID 208 (2013) 1624-28. Celum et al. N Engl J Med 362 (2010) 427-39. Kahle et al. Proceedings of the Int Microbicides Conf; April 2012; Sydney, Australia. Abstract 347.
  • 6. Total Ion Chromatogram Marzinke et al. Clin Chim Acta 433 (2014) 157-68. For research use only. Not for use in diagnostic procedures.
  • 7. Lamuvidine Extracted Ion Chromatogram Marzinke et al. Clin Chim Acta 433 (2014) 157-68.
  • 8. Challenges and Goals • Must have faster methods – >10K specimens in the queue; ~50K to come • Automated data analysis – remove subjective interpretation • Confirmatory testing selected specimens
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14. Courtesy of Thermo Fisher Scientific
  • 15. Preliminary work on TSQ Endura MS 1.33 minute method With .4 minute data Collection window. Using 0.5*50 Cyclone P column With 2.1*10 Hypersil gold Javelin cartridge @ source Courtesy, Francois Espourteille – Thermo Fisher Scientific
  • 16. 24 second data window (SRM) Courtesy, Francois Espourteille – Thermo Fisher Scientific Warfarin - IS Nevirapine Saquinavir
  • 17. Full Scan Data with Rapid Separation
  • 18. Rapid Analysis with Q Exactive MS • Targeted MS2 using quadrupole for nominal precursor mass; exact mass for analysis of fragments – All positive mode; Resolution = 17.5K at m/z of 200 • Utilize 1-3 product ions per compound, maintain ability to view the exact mass of the precursor • Use ‘de-tuned’ chromatography to optimize number of scans across the peaks – Target: 2 retention time groups in <60 seconds
  • 19. SPE Preparation • Phenomenex Strata-X 96-well plates – 33 mm particle size; 10 mg sorbent mass • Precondition with 200 mL MeOH • Add 200 mL of internal standard (abacavir-d4 and lopinavir-d8) in 1%TFA/0.025 formic acid • 100 mL sample (wait 2 min) • 200 mL H2O (wait 3 min) • 2x elution with 200 mL MeOH + 0.025% formic acid
  • 20.
  • 21.
  • 22.
  • 23. Chromatography • Starting LC Conditions: – Mobile Phase A: 10mM ammonium formate + 0.05% formic acid – Mobile Phase B: Methanol + 0.05 % formic acid – Mobile Phase C: 2:2:1 IPA:Acetone:Acetonitrile – Analytical column: Hypersil Gold PFP, 50 x 2.1; 5um particle size • Elution: Step gradient from 100%A to 100% B • Wash: Mobile Phase C & Re-equilibrate • Total program time = 3.1 minutes
  • 24.
  • 25. RT: 0.00 - 1.50 SM: 11G 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5 Time (min) 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 Lamuvidine 0.28 0.42 Emtricitabine 0.24 0.44 Nevirapine 0.26 Abacavir 0.30 Tenofovir 0.27 Zidovudine 0.25 Efavirenz 0.80 NL: 9.33E5 m/z= 112.0502-112.0514 F: FTMS + p ESI Full ms2 230.06@hcd32.00 [60.00-255.00] MS Sys_Suit_3 NL: 1.33E6 m/z= 130.0404-130.0418+248.0488-248.0512 F: FTMS + p ESI Full ms2 248.05@hcd70.00 [60.00-270.00] MS Sys_Suit_3 NL: 2.89E6 m/z= 107.0603-107.0613+226.0837-226.0859 F: FTMS + p ESI Full ms2 267.12@hcd57.00 [60.00-290.00] MS Sys_Suit_3 NL: 5.71E7 m/z= 191.1025-191.1045 F: FTMS + p ESI Full ms2 287.16@hcd29.00 [60.00-310.00] MS Sys_Suit_3 NL: 2.89E4 m/z= 136.0613-136.0627+176.0922-176.0940 F: FTMS + p ESI Full ms2 288.09@hcd42.00 [60.00-310.00] MS Sys_Suit_3 NL: 1.02E5 m/z= 127.0496-127.0508+142.0603-142.0617 F: FTMS + p ESI Full ms2 268.10@hcd10.00 [60.00-290.00] MS Sys_Suit_3 NL: 2.12E4 m/z= 244.0114-244.0138+272.0424-272.0452 F: FTMS + p ESI Full ms2 316.03@hcd12.00 [60.00-340.00] MS Sys_Suit_3
  • 26. RT: 0.00 - 1.50 SM: 9G 0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4 Time (min) 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 Raltegravir 0.75 1.03 1.431.26 Amprenavir 0.75 Maraviroc 0.90 Darunavir 0.73 Nelfinavir 0.98 Tipranavir 0.87 Indinavir 0.90 Lopinavir 0.84 NL: 2.44E6 m/z= 109.0947-109.0957+361.1290-361.1326 F: FTMS + p ESI Full ms2 445.16@hcd20.00 [60.00-470.00] MS Sys_Suit_3 NL: 3.22E6 m/z= 245.1630-245.1654+418.1768-418.1810 F: FTMS + p ESI Full ms2 506.23@hcd13.00 [60.00-535.00] MS Sys_Suit_3 NL: 5.79E6 m/z= 280.1582-280.1610+389.2375-389.2413 F: FTMS + p ESI Full ms2 514.34@hcd17.00 [60.00-540.00] MS Sys_Suit_3 NL: 2.64E6 m/z= 69.0338-69.0344+113.0593-113.0605+ 392.1977-392.2017 F: FTMS + p ESI Full ms2 548.24@hcd10.00 [60.00-575.00] MS Sys_Suit_3 NL: 2.07E6 m/z= 330.1140-330.1174+467.2338-467.2384 F: FTMS + p ESI Full ms2 568.32@hcd25.00 [60.00-600.00] MS Sys_Suit_3 NL: 3.23E5 m/z= 375.2170-375.2208+411.0596-411.0638+ 585.1994-585.2052 F: FTMS + p ESI Full ms2 603.21@hcd13.00 [60.00-635.00] MS Sys_Suit_3 NL: 1.65E6 m/z= 421.2330-421.2372+465.2829-465.2875+ 513.2825-513.2877 F: FTMS + p ESI Full ms2 614.37@hcd24.00 [60.00-645.00] MS Sys_Suit_3 NL: 2.98E6 m/z= 183.1118-183.1136+447.2617-447.2661 F: FTMS + p ESI Full ms2 629.37@hcd10.00 [60.00-660.00] MS Sys_Suit_3
  • 27. RT: 0.00 - 1.50 SM: 13G 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0 1.1 1.2 1.3 1.4 1.5 Time (min) 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 0 50 100 Saquinavir 1.11 Atazanavir 0.79 Ritonavir 0.83 Rilpivirine 0.89 Abacavir d4 0.30 Lopinavir d8 0.85 1.42 NL: 2.18E6 m/z= 433.1845-433.1889+570.3042-570.3100 F: FTMS + p ESI Full ms2 671.39@hcd26.00 [60.00-705.00] MS Sys_Suit_3 NL: 2.71E6 m/z= 168.0799-168.0815+335.1946-335.1980+ 534.3049-534.3103 F: FTMS + p ESI Full ms2 705.40@hcd22.00 [60.00-735.00] MS Sys_Suit_3 NL: 1.67E6 m/z= 296.1413-296.1443+426.1825-426.1867 F: FTMS + p ESI Full ms2 721.32@hcd11.00 [60.00-755.00] MS Sys_Suit_3 NL: 2.96E3 m/z= 182.0831-182.0849+195.0908-195.0928 F: FTMS + p ESI Full ms2 367.17@hcd57.00 [60.00-390.00] MS Sys_Suit_3 NL: 5.24E6 m/z= 78.0544-78.0552+195.1282-195.1302 F: FTMS + p ESI Full ms2 291.19@hcd29.00 [60.00-315.00] MS Sys_Suit_3 NL: 6.07E5 m/z= 191.1621-191.1641+447.2616-447.2660 F: FTMS + p ESI Full ms2 637.42@hcd10.00 [60.00-670.00] MS Sys_Suit_3
  • 28. Do We Have a High Throughput Assay?
  • 29. Do We Have a High Throughput Assay? • Automated sample preparation – 50-60 min/plate; 0.6-0.7 min/sample • 1.6 min to first result by LC-MS – 1.5 min sample to sample • Approx. 2 hr/plate (130 min for subjects + QC) • ~ 12 hours/day  6 plates  80 subjects/plate • 2 instruments = 960 specimens/day • LOD = 5-10 ng/mL for all assay components
  • 30. Things are not always that easy …
  • 31. Things are not always that easy … • Some specimens clog wells – Need dilution or manual extraction • Processing is a bottleneck • Must keep 8 channels going • Column degradation monitoring • Re-analysis management • Reagent management
  • 32. Ongoing and Planned Studies • Programming for automated data review and compilation • Ongoing studies in HIV Prevention – ART as Prevention – PrEP in IDU and SOA settings • Additional screening from same extracted plate – Hormonal contraceptives – Substances of abuse
  • 33. WHAT IS CLIA AND WHY DOES IT MATTER?
  • 36. CLIA CMS FDACDC Clinical Laboratory Oversight Test CategorizationScientific Consultation
  • 37. Test Complexity • 7 categories considered for scoring – Knowledge, training/experience, reagent/materials preparation, operational steps, calibration/QC, troubleshooting/maintenance, interpretation & judgement • Complexity = waived, moderate, high • Moderate and high complexity tests require site inspection • As complexity increases, regulatory requirements become more stringent
  • 38. Accepted Accreditation Organizations • College of American Pathologists (CAP) • The Joint Commission (JC) • Commission on Laboratory Accreditation (COLA) • American Association of Blood Banks (AABB) • American Osteopathic Association (AOA) • American Society for Histocompatibility and Immunogenetics (ASHI)
  • 39. Acknowledgements • Johns Hopkins School of Medicine – Mark Marzinke, PhD – Sue Eshleman, MD, PhD – Craig Hendrix, MD – Teresa Parsons, PhD – Matthew Olson, MD – Athena Petrides, PhD • Clinical Mass Spec Lab – Autumn Breaud – Sabitha Schools – Veronica Gantert – Josh Moskowitz • Funding – NIH (UM1-AI068613) – NIAID, NIDA, NIMH under Cooperative Agreement # UM1 AI068619 – Thermo Fisher Scientific