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BIOMARKERS IN
DIABETES
AGENDA
Introduction
Biomarkers for
 Pathogenesis
 Prediction
 Treatment guidance
Biomarkers- traditional vs novel
Conclusion
WHAT IS A BIOMARKER?
Objectively measured indicators or normal
or abnormal physiological processes of an
organism
WHAT SHOULD A BIOMARKER
DO?
Improve the understanding of a disease process
Predict disease severity / complication
Improve treatment targeting
Monitor treatment efficacy
BIOMARKERS &
PATHOGENESIS
BIOMARKERS AND DIABETES
PATHOGENESIS
Broadly reflect these putative mechanisms of diabetes development
Role of hepatic fat
Inflammation and diabetes
Association and causality
Adiponectin
Vitamin D
HEPATIC FAT AND DIABETES
HOW LIVER MOLECULES CAN
SERVE AS MARKER
LIVER FAT SURROGATES
USED AS MARKERS
ALT
 Men in the top quarter (> 29 U⁄ l) of baseline ALT vs.those in bottomquarter (< 17 U⁄ l) had an
adjusted odds ratio of 2.04 (95% CI 1.16–3.58) for incident diabetes in the West of Scotland
Coronary Prevention Study (WOSCOPS)
Sattar N e al. Diabetes 2004; 53: 2855–2860.
ALT & INCIDENT DIABETESNewdiabetes
>29 U/l => double risk of diabetes
< 17 U/l
17-21 U/l
22 – 28 U/l
0%
1%
2%
3%
4%
5%
0 1 2 3 4 5
Years
Sattar et al, Diabetes Nov 2004
LIVER FAT SURROGATES
USED AS MARKERS
GGT
Bilirubin
PAI -1
tPA All have been implicated as the prediction markers
SHBG
Ferritin
CRP
INFLAMMATION
The causality is not clear
Intervention studies will serve as the litmus test
Several molecules like
 CRP
 IL-6
Have been implicated in the pathogenesis
INFLAMMATION
AND DIABETES
Sattar N. Biomarkers for diabetes prediction, pathogenesis or pharmacotherapy guidance? Past, present and future possibilities. Diabet Med. 2012 Jan;29(1):5-13.
FACTORS IMPLICATED BY
EPIDEMIOLOGY
Adiponectin
 Endogenous insulin sensitizer
 Increased adiponectin – increased all cause mortality- The “adiponectin
paradox”
 More data needed
Vitamin D
 Deficiency supposed to cause diabetes
 Data weak
 Controversial
ADIPONECTIN , VITAMIN D
AND DIABETES
Pathway of putative risk
mechanism
Biomarker
Inflammation
IL-6, CRP, Fibrinogen, Myeloperoxidase, Neopterin,
Osteopontin, MCP-1, ST-2, MMP-9
Tissue damage/ ischaemia Hs Troponin I /T, NT-proBNP
Metabolic
Insulin, Proinsulin, NEFAs, Adiponectin, Leptin, HBA1c,
glucose, GGT?
Renal eGFR, Cystatin-C
Lipoproteins
Apolipoproteins AI, B, LpPLA2, sPLA2, Paroxonase ,
Lp(a)
Nutritional Homocysteine, N-3 fatty acids, Vitamin D
Endothelial ADMA, t-PA , CAMS, VWF
Thrombotic Fibrin D-dimer, Plasma viscosity
Oxidation Telomeres, oxLDL
BIOMARKERS FOR DIABETES
PREDICTION
PRINCIPLES TO PONDER
No need of perfection
Simple risk scores can get us far
Need to combine CVD and diabetes risk screening
HbA1c enters the arena!
Simple risk score at booking:
i.e. no bloods AUROC 82%
HDL-c, t-PA added AUROC
(86%) & IDI
BUT CRP, adiponectin NO
predictive value
29 RCTS DM PATIENTS: SIMPLE PREDICTORS
OF RISK
PREISS, SATTAR, MCMURRAY (AHJ 2010)
Urine protein- “Death
merchant”?
Combined Cardiovascular risk / Diabetes screening:
Current cardiovascular risk assessment questions:
Age, gender, prior CVD, family Hx CVD, smoking, ethnicity, social deprivation (post code)
Simple measurements:
Blood pressure, BMI
ADD HbA1c to non-fasting lipids, U&Es, LFTs
Low risk:
General advice
Rescreen in 3 years ≥6.0 - 6.4%
Diabetes
High risk:
Lifestyle advice, weight loss
Rescreen in 1 year
Preiss, Khunti, Sattar: (Diab Med Jan 2011)
≥6.5%<6.0%
BIOMARKERS IN PREDICTION
OF INCIDENT DIABETES
Too many to know!
Salomaa V, Havulinna A, Saarela O, Zeller T, Jousilahti P, Jula A, Muenzel T, Aromaa A, Evans A, Kuulasmaa K, Blankenberg S.
Thirty-one novel biomarkers as predictors for clinically incident diabetes. PLoS One. 2010 Apr 9;5(4):e10100.
BIOMARKERS
OF
COMPLICATION
S OF DIABETES
BIOMARKERS – COMPLICATIONS /
TREATMENT GUIDANCE?
1. To better predict CVD & microvascular & other complications?
2. Predict declining beta cell function/ progression to insulin?
3. Help predict differential response to therapies?
4. Combine with genetics to determine not only causal pathways (e.g. TG
genetics, and retinopathy risk) but also treatment responses
(phenotype/genotype)
BIOMARKERS
AND
NEPHROPATH
Y
CANDIDATE PLASMA
BIOMARKERS – DN TYPE 1 DM
Four discovered
 Transthyretin,
 Apolipoprotein A1,
 Apolipoprotein C1
 Cystatin C.
INFLAMMATORY
BIOMARKERS IN DN TYPE 1
DM
Five urinary inflammatory markers
 IL-6
 IL-8
 Monocyte chemoattractant protein-1
 Interferon-gamma-inducible protein (IP-10)
 Macrophage inflammatory protein-1δ
TYPE 2 DM –DN-
BIOMARKERS
Compared to type 1 , not much studies
Best studied so far
Ubiquitin
Ss2 micro globulin
BIOMARKERS FOR DIABETIC
RETINOPATHY
NOVEL BIOMARKERS
Plasmin-α2-antiplasmin complex (PAP)*
Fibrinogen*
ApoAI#
Retinal arteriolar tortuosity#
*Nguyen TT, Alibrahim E, Islam FM, Klein R, Klein BE, Cotch MF, Shea S, Wong TY. Inflammatory, hemostatic, and
other novel biomarkers for diabetic retinopathy: the multi-ethnic study of atherosclerosis. Diabetes Care. 2009
Sep;32(9):1704-9.
#Sasongko MB, Wong TY, Nguyen TT, Shaw JE, Jenkins AJ, Wang JJ. Novel versus traditional risk markers for
diabetic retinopathy. Diabetologia. 2012 Mar;55(3):666-70
DIABETIC RETINOPATHY- DO
WE NEED MARKERS?
Old New
BIOMARKERS
OF DIABETIC
NEUROPATHY
NEUROPATHY- BIOMARKERS
Erythrocytes glutathione (GSH) level
Plasma malondialdehyde (MDA)
Nitrite/nitrate (NOx)
Homocysteine (Hcy) levels
Serum ceruloplasmin (Cp)
Total antioxidants (TAO)
Endothelin-1 (ET-1) levels
El Boghdady NA, Badr GA. Evaluation of oxidative stress markers and vascular risk factors in
patients with diabetic peripheral neuropathy. Cell Biochem Funct. 2012 Jun;30(4):328-34
El Boghdady NA, Badr GA. Evaluation of oxidative stress markers and vascular risk factors in patients with diabetic peripheral neuropathy. Cell Biochem Funct. 2012 Jun;30(4):328-34
BIOMARKERS –TRADITIONAL
VS NOVEL
TRADITIONAL VS NOVEL
BIOMARKERS
“Only 50 % of the identified biomarkers were regarded valid due to
modest methodological quality and frequent lack of adjustment for
traditional risk factors. More rigorous evaluation of novel biomarkers
is advocated to assess clinical applicability.”
Validity of Biomarkers Predicting the Onset and the Progression of
Nephropathy in Patients with Type 2 Diabetes: A Systematic Review
Merel E. Hellemons 1*, Julia Kerschbaum 2*, Stephan J.L. Bakker 1, Hannes
Neuwirt 2, Bernd Mayer 3, Gert Mayer 2, Dick de Zeeuw 1 Hiddo J. Lambers
Heerspink 1, Michael Rudnicki 2
Plasma hsCRP, E-selectin, TPA, vWF and triglycerides
significantly predicted onset or progression of nephropathy in
studies combining normoalbuminuric and microalbuminuric
patients.
Validity of Biomarkers Predicting the Onset and the Progression of
Nephropathy in Patients with Type 2 Diabetes: A Systematic Review
Merel E. Hellemons 1*, Julia Kerschbaum 2*, Stephan J.L. Bakker 1,
Hannes Neuwirt 2, Bernd Mayer 3, Gert Mayer 2, Dick de Zeeuw 1 Hiddo
J. Lambers Heerspink 1, Michael Rudnicki 2
UNMET NEEDS
Biomarkers to predict the progression
to insulin therapy
Biomarkers to predict differential
response to theapy
WHAT THE FUTURE HOLDS
FINAL THOUGHTS…
Biomarkers in diabetes

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Biomarkers in diabetes

  • 2. AGENDA Introduction Biomarkers for  Pathogenesis  Prediction  Treatment guidance Biomarkers- traditional vs novel Conclusion
  • 3. WHAT IS A BIOMARKER? Objectively measured indicators or normal or abnormal physiological processes of an organism
  • 4. WHAT SHOULD A BIOMARKER DO? Improve the understanding of a disease process Predict disease severity / complication Improve treatment targeting Monitor treatment efficacy
  • 6. BIOMARKERS AND DIABETES PATHOGENESIS Broadly reflect these putative mechanisms of diabetes development Role of hepatic fat Inflammation and diabetes Association and causality Adiponectin Vitamin D
  • 7. HEPATIC FAT AND DIABETES
  • 8. HOW LIVER MOLECULES CAN SERVE AS MARKER
  • 9. LIVER FAT SURROGATES USED AS MARKERS ALT  Men in the top quarter (> 29 U⁄ l) of baseline ALT vs.those in bottomquarter (< 17 U⁄ l) had an adjusted odds ratio of 2.04 (95% CI 1.16–3.58) for incident diabetes in the West of Scotland Coronary Prevention Study (WOSCOPS) Sattar N e al. Diabetes 2004; 53: 2855–2860.
  • 10. ALT & INCIDENT DIABETESNewdiabetes >29 U/l => double risk of diabetes < 17 U/l 17-21 U/l 22 – 28 U/l 0% 1% 2% 3% 4% 5% 0 1 2 3 4 5 Years Sattar et al, Diabetes Nov 2004
  • 11. LIVER FAT SURROGATES USED AS MARKERS GGT Bilirubin PAI -1 tPA All have been implicated as the prediction markers SHBG Ferritin CRP
  • 12. INFLAMMATION The causality is not clear Intervention studies will serve as the litmus test Several molecules like  CRP  IL-6 Have been implicated in the pathogenesis
  • 13. INFLAMMATION AND DIABETES Sattar N. Biomarkers for diabetes prediction, pathogenesis or pharmacotherapy guidance? Past, present and future possibilities. Diabet Med. 2012 Jan;29(1):5-13.
  • 14. FACTORS IMPLICATED BY EPIDEMIOLOGY Adiponectin  Endogenous insulin sensitizer  Increased adiponectin – increased all cause mortality- The “adiponectin paradox”  More data needed Vitamin D  Deficiency supposed to cause diabetes  Data weak  Controversial
  • 15. ADIPONECTIN , VITAMIN D AND DIABETES
  • 16. Pathway of putative risk mechanism Biomarker Inflammation IL-6, CRP, Fibrinogen, Myeloperoxidase, Neopterin, Osteopontin, MCP-1, ST-2, MMP-9 Tissue damage/ ischaemia Hs Troponin I /T, NT-proBNP Metabolic Insulin, Proinsulin, NEFAs, Adiponectin, Leptin, HBA1c, glucose, GGT? Renal eGFR, Cystatin-C Lipoproteins Apolipoproteins AI, B, LpPLA2, sPLA2, Paroxonase , Lp(a) Nutritional Homocysteine, N-3 fatty acids, Vitamin D Endothelial ADMA, t-PA , CAMS, VWF Thrombotic Fibrin D-dimer, Plasma viscosity Oxidation Telomeres, oxLDL
  • 18. PRINCIPLES TO PONDER No need of perfection Simple risk scores can get us far Need to combine CVD and diabetes risk screening HbA1c enters the arena!
  • 19. Simple risk score at booking: i.e. no bloods AUROC 82% HDL-c, t-PA added AUROC (86%) & IDI BUT CRP, adiponectin NO predictive value
  • 20. 29 RCTS DM PATIENTS: SIMPLE PREDICTORS OF RISK PREISS, SATTAR, MCMURRAY (AHJ 2010) Urine protein- “Death merchant”?
  • 21. Combined Cardiovascular risk / Diabetes screening: Current cardiovascular risk assessment questions: Age, gender, prior CVD, family Hx CVD, smoking, ethnicity, social deprivation (post code) Simple measurements: Blood pressure, BMI ADD HbA1c to non-fasting lipids, U&Es, LFTs Low risk: General advice Rescreen in 3 years ≥6.0 - 6.4% Diabetes High risk: Lifestyle advice, weight loss Rescreen in 1 year Preiss, Khunti, Sattar: (Diab Med Jan 2011) ≥6.5%<6.0%
  • 22. BIOMARKERS IN PREDICTION OF INCIDENT DIABETES Too many to know! Salomaa V, Havulinna A, Saarela O, Zeller T, Jousilahti P, Jula A, Muenzel T, Aromaa A, Evans A, Kuulasmaa K, Blankenberg S. Thirty-one novel biomarkers as predictors for clinically incident diabetes. PLoS One. 2010 Apr 9;5(4):e10100.
  • 24. BIOMARKERS – COMPLICATIONS / TREATMENT GUIDANCE? 1. To better predict CVD & microvascular & other complications? 2. Predict declining beta cell function/ progression to insulin? 3. Help predict differential response to therapies? 4. Combine with genetics to determine not only causal pathways (e.g. TG genetics, and retinopathy risk) but also treatment responses (phenotype/genotype)
  • 26. CANDIDATE PLASMA BIOMARKERS – DN TYPE 1 DM Four discovered  Transthyretin,  Apolipoprotein A1,  Apolipoprotein C1  Cystatin C.
  • 27. INFLAMMATORY BIOMARKERS IN DN TYPE 1 DM Five urinary inflammatory markers  IL-6  IL-8  Monocyte chemoattractant protein-1  Interferon-gamma-inducible protein (IP-10)  Macrophage inflammatory protein-1δ
  • 28. TYPE 2 DM –DN- BIOMARKERS Compared to type 1 , not much studies Best studied so far Ubiquitin Ss2 micro globulin
  • 30. NOVEL BIOMARKERS Plasmin-α2-antiplasmin complex (PAP)* Fibrinogen* ApoAI# Retinal arteriolar tortuosity# *Nguyen TT, Alibrahim E, Islam FM, Klein R, Klein BE, Cotch MF, Shea S, Wong TY. Inflammatory, hemostatic, and other novel biomarkers for diabetic retinopathy: the multi-ethnic study of atherosclerosis. Diabetes Care. 2009 Sep;32(9):1704-9. #Sasongko MB, Wong TY, Nguyen TT, Shaw JE, Jenkins AJ, Wang JJ. Novel versus traditional risk markers for diabetic retinopathy. Diabetologia. 2012 Mar;55(3):666-70
  • 31. DIABETIC RETINOPATHY- DO WE NEED MARKERS? Old New
  • 33. NEUROPATHY- BIOMARKERS Erythrocytes glutathione (GSH) level Plasma malondialdehyde (MDA) Nitrite/nitrate (NOx) Homocysteine (Hcy) levels Serum ceruloplasmin (Cp) Total antioxidants (TAO) Endothelin-1 (ET-1) levels El Boghdady NA, Badr GA. Evaluation of oxidative stress markers and vascular risk factors in patients with diabetic peripheral neuropathy. Cell Biochem Funct. 2012 Jun;30(4):328-34 El Boghdady NA, Badr GA. Evaluation of oxidative stress markers and vascular risk factors in patients with diabetic peripheral neuropathy. Cell Biochem Funct. 2012 Jun;30(4):328-34
  • 35. TRADITIONAL VS NOVEL BIOMARKERS “Only 50 % of the identified biomarkers were regarded valid due to modest methodological quality and frequent lack of adjustment for traditional risk factors. More rigorous evaluation of novel biomarkers is advocated to assess clinical applicability.” Validity of Biomarkers Predicting the Onset and the Progression of Nephropathy in Patients with Type 2 Diabetes: A Systematic Review Merel E. Hellemons 1*, Julia Kerschbaum 2*, Stephan J.L. Bakker 1, Hannes Neuwirt 2, Bernd Mayer 3, Gert Mayer 2, Dick de Zeeuw 1 Hiddo J. Lambers Heerspink 1, Michael Rudnicki 2
  • 36. Plasma hsCRP, E-selectin, TPA, vWF and triglycerides significantly predicted onset or progression of nephropathy in studies combining normoalbuminuric and microalbuminuric patients. Validity of Biomarkers Predicting the Onset and the Progression of Nephropathy in Patients with Type 2 Diabetes: A Systematic Review Merel E. Hellemons 1*, Julia Kerschbaum 2*, Stephan J.L. Bakker 1, Hannes Neuwirt 2, Bernd Mayer 3, Gert Mayer 2, Dick de Zeeuw 1 Hiddo J. Lambers Heerspink 1, Michael Rudnicki 2
  • 37. UNMET NEEDS Biomarkers to predict the progression to insulin therapy Biomarkers to predict differential response to theapy