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-CONFIDENTIAL-
1
A NUCLEAR
Real-time Precision Medicine.
Mastering Metabolomic Networks.
San Diego | ASN Kidney Week | October 2018
MAGNETIC RESONANCE-BASED
OF GLOMERULAR FILTRATION RATE (GFR)
METHOD FOR ACCURATE ASSESSMENT
-CONFIDENTIAL-
2
Gold standard
• Measured GFR (mGFR), e.g. renal clearance of inulin or
125I-iothalamte
• Very elaborate, expensive and/or associated with
radiation
• Rarely used in clinical routine
Current routine:
• GFR estimated based on serum creatinine (eGFR)
• Creatinine depends on muscle mass, activity, age
(biological variability)
• Creatinine blind range of GFR 60-90 mL/min/1.73m²
MacGregor NDT 2007
GFR: Current clinical practice
eGFR (mL/min/1.73 m²)
125I-iothalamtemGFR(mL/min/1.73m²)
Aim:
New test for simple but precise estimation of GFR
-CONFIDENTIAL-
3
Retrospective samples from two European centers
Hopital Edouard Herriot, Lyon
• 139 samples
• Adults and children
University of Gothenburg
• 77 samples
• Exclusively children
216 samples 183 NMR spectra
33 had insufficient volume for preparation
Discovery cohort (96)
• Biomarker discovery
• Modelling
Test cohort (87)
• Performance testing
Study cohorts
Data analysis
-CONFIDENTIAL-
4
Biomarker discovery in training cohort (n=96)
Correlation of NMR signals with measured GFR
29
17
13
NMR signals found to be significantly correlated with mGFR
Substances successfully verified (+ 7 unknown substances)
Substances of physiological relevance remained
for biostatistical modeling
-CONFIDENTIAL-
5
mGFR
Hypofiltration
Constellation �y𝐴𝐴
Hyperfiltration
Constellation �y𝐵𝐵
Crea
Val
Myo
Crea
DMS
Contribution
Substance
Pool
Modelling
Constellations
Selection
Selected
constellations
…
Biomarker modelling and constellation selection
+
-CONFIDENTIAL-
6
Filtration marker
ROS
Altered filtration,
reabsorption,
secretion
Metabolic
acidosis
Oxidative
stress
Renalco-morbidityRenalfailure
Biomarkers and their pathophysiology
Creatinine Myo-Inositol Dimethyl sulfone Valine
Accumulation
of uremic
toxins
pH ↓
Uremia marker Oxidative stress
marker
Metabolic acidosis
marker
Clinicalmanifestation
Increase when GFR
declines to 50-60%
 Late marker
Serum levels in renal
impairment
Impaired degradation
in diseased kidneys
Oxidative stress may
increase serum levels
Metabolic acidosis
induces degradation
Pathophysiological link
-CONFIDENTIAL-
7
CKD-EPI Creatinine eGFR(NMR)
r = 0.848
RMSE =28.00
r = 0.880
RMSE =19.24
CKD-EPI Cystatin C
r = 0.636
RMSE =32.81
eGFR(NMR)
Test performance in independent cohort (n=87)
In the “creatinine blind spot” eGFR(NMR) reduces variation
from 24.5 to 11.0 compared to CKD-EPI Creatinine.
-CONFIDENTIAL-
8
Clinical need
• Serum creatinine systematically overestimates
renal organ reserve
Utility
Precise GFR estimation for detecting patients with
renal involvement.
Clinical need
• Serum creatinine overestimates GFR
• significantly decreased GFR is associated with AKI
during or immediately after surgery.
Utility
Precise GFR estimation for selecting patients most
likely benefitting from transplantation.
Congestive heart failure
Liver failure
N=11
RMSE =15.64
N=11
RMSE =7.95
N=13
RMSE =26.41
N=13
RMSE =21.32
Pilot data for clinical utility: Subgroup analysis
eGFR(NMR)eGFR(NMR)
-CONFIDENTIAL-
9
71% 95%82% 86%
eGFR
Blood sample
Plasma clearance
Tracer injection
Blood samples
Renal clearance
Tracer injection
Urine volume
Urine sample
Blood samples
eGFR(NMR)
Blood sample
P30-Value
Test performance continuum
Am J Kidney Dis. 2014; 64(3): 411-424
-CONFIDENTIAL-
10
• As simple as serum creatinine testing
• Outperforms creatinine and cystatin C-based estimations
• With P30 > 80% almost as accurate as plasma clearance
• Reduces variance in the creatinine blind spot between 60-90 ml/min/1.73 m²
• Applicable to adults and children
• Additional pathophysiological insights
eGFR(NMR): Serum test for precise estimation of GFR
Thank you for your attention!
Interested? Email me at maulik.shah@numares.com

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A nuclear magnetic resonance-based method for accurate assessment of glomerular filtration rate (GFR)

  • 1. -CONFIDENTIAL- 1 A NUCLEAR Real-time Precision Medicine. Mastering Metabolomic Networks. San Diego | ASN Kidney Week | October 2018 MAGNETIC RESONANCE-BASED OF GLOMERULAR FILTRATION RATE (GFR) METHOD FOR ACCURATE ASSESSMENT
  • 2. -CONFIDENTIAL- 2 Gold standard • Measured GFR (mGFR), e.g. renal clearance of inulin or 125I-iothalamte • Very elaborate, expensive and/or associated with radiation • Rarely used in clinical routine Current routine: • GFR estimated based on serum creatinine (eGFR) • Creatinine depends on muscle mass, activity, age (biological variability) • Creatinine blind range of GFR 60-90 mL/min/1.73m² MacGregor NDT 2007 GFR: Current clinical practice eGFR (mL/min/1.73 m²) 125I-iothalamtemGFR(mL/min/1.73m²) Aim: New test for simple but precise estimation of GFR
  • 3. -CONFIDENTIAL- 3 Retrospective samples from two European centers Hopital Edouard Herriot, Lyon • 139 samples • Adults and children University of Gothenburg • 77 samples • Exclusively children 216 samples 183 NMR spectra 33 had insufficient volume for preparation Discovery cohort (96) • Biomarker discovery • Modelling Test cohort (87) • Performance testing Study cohorts Data analysis
  • 4. -CONFIDENTIAL- 4 Biomarker discovery in training cohort (n=96) Correlation of NMR signals with measured GFR 29 17 13 NMR signals found to be significantly correlated with mGFR Substances successfully verified (+ 7 unknown substances) Substances of physiological relevance remained for biostatistical modeling
  • 6. -CONFIDENTIAL- 6 Filtration marker ROS Altered filtration, reabsorption, secretion Metabolic acidosis Oxidative stress Renalco-morbidityRenalfailure Biomarkers and their pathophysiology Creatinine Myo-Inositol Dimethyl sulfone Valine Accumulation of uremic toxins pH ↓ Uremia marker Oxidative stress marker Metabolic acidosis marker Clinicalmanifestation Increase when GFR declines to 50-60%  Late marker Serum levels in renal impairment Impaired degradation in diseased kidneys Oxidative stress may increase serum levels Metabolic acidosis induces degradation Pathophysiological link
  • 7. -CONFIDENTIAL- 7 CKD-EPI Creatinine eGFR(NMR) r = 0.848 RMSE =28.00 r = 0.880 RMSE =19.24 CKD-EPI Cystatin C r = 0.636 RMSE =32.81 eGFR(NMR) Test performance in independent cohort (n=87) In the “creatinine blind spot” eGFR(NMR) reduces variation from 24.5 to 11.0 compared to CKD-EPI Creatinine.
  • 8. -CONFIDENTIAL- 8 Clinical need • Serum creatinine systematically overestimates renal organ reserve Utility Precise GFR estimation for detecting patients with renal involvement. Clinical need • Serum creatinine overestimates GFR • significantly decreased GFR is associated with AKI during or immediately after surgery. Utility Precise GFR estimation for selecting patients most likely benefitting from transplantation. Congestive heart failure Liver failure N=11 RMSE =15.64 N=11 RMSE =7.95 N=13 RMSE =26.41 N=13 RMSE =21.32 Pilot data for clinical utility: Subgroup analysis eGFR(NMR)eGFR(NMR)
  • 9. -CONFIDENTIAL- 9 71% 95%82% 86% eGFR Blood sample Plasma clearance Tracer injection Blood samples Renal clearance Tracer injection Urine volume Urine sample Blood samples eGFR(NMR) Blood sample P30-Value Test performance continuum Am J Kidney Dis. 2014; 64(3): 411-424
  • 10. -CONFIDENTIAL- 10 • As simple as serum creatinine testing • Outperforms creatinine and cystatin C-based estimations • With P30 > 80% almost as accurate as plasma clearance • Reduces variance in the creatinine blind spot between 60-90 ml/min/1.73 m² • Applicable to adults and children • Additional pathophysiological insights eGFR(NMR): Serum test for precise estimation of GFR Thank you for your attention! Interested? Email me at maulik.shah@numares.com