Including measures of chronic kidney disease to improve cardiovascular risk prediction by SCORE2 and SCORE2-OP

Author:

Matsushita Kunihiro1ORCID,Kaptoge Stephen2ORCID,Hageman Steven H J3ORCID,Sang Yingying1,Ballew Shoshana H1ORCID,Grams Morgan E1ORCID,Surapaneni Aditya1,Sun Luanluan2,Arnlov Johan4,Bozic Milica5,Brenner Hermann6ORCID,Brunskill Nigel J7,Chang Alex R8,Chinnadurai Rajkumar9ORCID,Cirillo Massimo10,Correa Adolfo11,Ebert Natalie12ORCID,Eckardt Kai-Uwe1314ORCID,Gansevoort Ron T15,Gutierrez Orlando16,Hadaegh Farzad17,He Jiang18ORCID,Hwang Shih-Jen19ORCID,Jafar Tazeen H202122,Jassal Simerjot K23,Kayama Takamasa24,Kovesdy Csaba P25,Landman Gijs W26,Levey Andrew S27,Lloyd-Jones Donald M28,Major Rupert W7,Miura Katsuyuki29ORCID,Muntner Paul30,Nadkarni Girish N31,Nowak Christoph4ORCID,Ohkubo Takayoshi32,Pena Michelle J33,Polkinghorne Kevan R34,Sairenchi Toshimi35,Schaeffner Elke12,Schneider Markus P13,Shalev Varda36,Shlipak Michael G37,Solbu Marit D38ORCID,Stempniewicz Nikita39,Tollitt James940ORCID,Valdivielso José M5,van der Leeuw Joep3,Wang Angela Yee-Moon41,Wen Chi-Pang42,Woodward Mark14344,Yamagishi Kazumasa45,Yatsuya Hiroshi46,Zhang Luxia47,Dorresteijn Jannick A N3ORCID,Di Angelantonio Emanuele248ORCID,Visseren Frank L J3,Pennells Lisa2ORCID,Coresh Josef1

Affiliation:

1. Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health , Baltimore, MD , USA

2. Department of Public Health and Primary Care, University of Cambridge , Cambridge , United Kingdom

3. Department of Vascular Medicine, University Medical Center Utrecht , Utrecht , The Netherlands

4. Department of Neurobiology, Care Sciences and Society, Karolinska Institutet , Stockholm , Sweden

5. Vascular & Renal Translational Research Group, IRBLleida, Spain and Spanish Research Network for Renal Diseases (RedInRen. ISCIII) , Lleida , Spain

6. Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ) and Network Aging Research, University of Heidelberg , Heidelberg , Germany

7. John Walls Renal Unit, Department of Cardiovascular Sciences, Leicester General Hospital, University Hospitals of Leicester NHS Trust, University of Leicester , Leicester , United Kingdom

8. Department of Nephrology and Kidney Health Research Institute, Geisinger Medical Center , Danville, Pennsylvania

9. Department of Renal Medicine, Salford Care Organisation, Northern Care Alliance NHS Foundation Trust , Salford , UK

10. Department of Public Health, University of Naples ‘Federico II’ , Italy

11. University of Mississippi Medical Center , Jackson, MS , USA

12. Institute of Public Health, Charité—Universitätsmedizin Berlin , Berlin , Germany

13. Department of Nephrology and Hypertension, Friedrich-Alexander Universität Erlangen-Nürnberg , Erlangen , Germany

14. Department of Nephrology and Medical Intensive Care, Charité—Universitätsmedizin Berlin , Berlin , Germany

15. Department of Nephrology, University Medical Center Groningen, University of Groningen , Groningen , the Netherlands

16. Departments of Epidemiology and Medicine, University of Alabama at Birmingham , Birmingham, AL , USA

17. Research Institute for Endocrine Sciences, Shahid Beheshti University of Medical Sciences , Tehran , Iran

18. Department of Epidemiology, Tulane University School of Public Health and Tropical Medicine , New Orleans, LA , USA

19. National Heart, Lung, and Blood Institute , Framingham, MA , USA

20. Program in Health Services and Systems Research, Duke-National University of Singapore Medical School , Singapore

21. Department of Medicine, Aga Khan University , Karachi , Pakistan

22. Duke Global Health Institute, Duke University , Durham, NC , USA

23. Division of General Internal Medicine, University of California, San Diego and VA San Diego Healthcare , San Diego, CA

24. Global Center of Excellence, Yamagata University Faculty of Medicine , Yamagata , Japan

25. Medicine-Nephrology, Memphis Veterans Affairs Medical Center and University of Tennessee Health Science Center , Memphis, TN , USA

26. Gelre hospital location , Apeldoorn , The Netherlands

27. Division of Nephrology, Tufts Medical Center , Boston, MA , USA

28. Department of Preventive Medicine, Northwestern University , Chicago, IL , USA

29. NCD Epidemiology Research Center, Shiga University of Medical Science , Shiga , Japan

30. Department of Epidemiology, University of Alabama at Birmingham , Birmingham, AL , USA

31. Department of Medicine, Division of Nephrology, Icahn School of Medicine at Mount Sinai , New York, NY , USA

32. Department of Hygiene and Public Health, Teikyo University School of Medicine , Tokyo , Japan

33. Department of Clinical Pharmacy and Pharmacology, University Medical Center Groningen, University of Groningen , Groningen , The Netherlands

34. Monash University , Clayton , Australia

35. Medical Science of Nursing, Dokkyo Medical University School of Nursing , Mibu , Japan

36. Institute for Health and Research and Innovation, Maccabi Healthcare Services and Tel Aviv University , Tel Aviv , Israel

37. Kidney Health Research Collaborative, University of California, San Francisco, and San Francisco VA Healthcare System , San Francisco, CA , USA

38. Section of Nephrology, University Hospital of North Norway, Norway and UiT The Arctic University of Norway , Tromsø , Norway

39. AMGA (American Medical Group Association), Virginia and OptumLabs Visiting Fellow , Alexandria, VA , USA

40. Renal Department, University of Manchester , Oxford Road, Manchester , United Kingdom

41. Department of Medicine, Queen Mary Hospital, The University of Hong Kong , Hong Kong

42. China Medical University Hospital , Taichung , Taiwan

43. George Institute for Global Health , Australia

44. George Institute for Global Health, Imperial College , London , United Kingdom

45. Department of Public Health Medicine, Faculty of Medicine, and Health Services Research and Development Center, University of Tsukuba , Japan

46. Department of Public Health, Fujita Health University School of Medicine, Japan and Department of Public Health and Health Systems, Nagoya University Graduate School of Medicine , Aichi , Japan

47. Peking University First Hospital and Peking University , Beijing , China

48. Health Data Science Centre, Human Technopole , Milan , Italy

Abstract

Abstract Aims The 2021 European Society of Cardiology (ESC) guideline on cardiovascular disease (CVD) prevention categorizes moderate and severe chronic kidney disease (CKD) as high and very-high CVD risk status regardless of other factors like age and does not include estimated glomerular filtration rate (eGFR) and albuminuria in its algorithms, systemic coronary risk estimation 2 (SCORE2) and systemic coronary risk estimation 2 in older persons (SCORE2-OP), to predict CVD risk. We developed and validated an ‘Add-on’ to incorporate CKD measures into these algorithms, using a validated approach. Methods In 3,054 840 participants from 34 datasets, we developed three Add-ons [eGFR only, eGFR + urinary albumin-to-creatinine ratio (ACR) (the primary Add-on), and eGFR + dipstick proteinuria] for SCORE2 and SCORE2-OP. We validated C-statistics and net reclassification improvement (NRI), accounting for competing risk of non-CVD death, in 5,997 719 participants from 34 different datasets. Results In the target population of SCORE2 and SCORE2-OP without diabetes, the CKD Add-on (eGFR only) and CKD Add-on (eGFR + ACR) improved C-statistic by 0.006 (95%CI 0.004–0.008) and 0.016 (0.010–0.023), respectively, for SCORE2 and 0.012 (0.009–0.015) and 0.024 (0.014–0.035), respectively, for SCORE2-OP. Similar results were seen when we included individuals with diabetes and tested the CKD Add-on (eGFR + dipstick). In 57 485 European participants with CKD, SCORE2 or SCORE2-OP with a CKD Add-on showed a significant NRI [e.g. 0.100 (0.062–0.138) for SCORE2] compared to the qualitative approach in the ESC guideline. Conclusion Our Add-ons with CKD measures improved CVD risk prediction beyond SCORE2 and SCORE2-OP. This approach will help clinicians and patients with CKD refine risk prediction and further personalize preventive therapies for CVD.

Funder

CKD Prognosis Consortium

Data Coordinating Centre

US National Kidney Foundation

National Institute of Diabetes and Digestive and Kidney Diseases

Publisher

Oxford University Press (OUP)

Subject

Cardiology and Cardiovascular Medicine,Epidemiology

Reference18 articles.

1. Chronic kidney disease and cardiovascular risk: epidemiology, mechanisms, and prevention;Gansevoort;The Lancet,2013

2. Estimated glomerular filtration rate and albuminuria for prediction of cardiovascular outcomes: a collaborative meta-analysis;Matsushita;Lancet Diabetes-Endocrinol,2015

3. ESC guidelines on cardiovascular disease prevention in clinical practice;Visseren;Eur Heart J,2021

4. KDIGO 2012 clinical practice guideline for the evaluation and management of chronic kidney disease;Kidney Disease: Improving Global Outcomes (KDIGO) CKD Work Group;Kidney Int,2013

5. Incorporating kidney disease measures into cardiovascular risk prediction: development and validation in 9 million adults from 72 datasets;Matsushita;EClinicalMedicine,2020

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