Development and Validation of Prediction Models of Adverse Kidney Outcomes in the Population With and Without Diabetes.


Journal

Diabetes care
ISSN: 1935-5548
Titre abrégé: Diabetes Care
Pays: United States
ID NLM: 7805975

Informations de publication

Date de publication:
01 09 2022
Historique:
received: 10 04 2022
accepted: 16 05 2022
pubmed: 21 7 2022
medline: 9 9 2022
entrez: 20 7 2022
Statut: ppublish

Résumé

To predict adverse kidney outcomes for use in optimizing medical management and clinical trial design. In this meta-analysis of individual participant data, 43 cohorts (N = 1,621,817) from research studies, electronic medical records, and clinical trials with global representation were separated into development and validation cohorts. Models were developed and validated within strata of diabetes mellitus (presence or absence) and estimated glomerular filtration rate (eGFR; ≥60 or <60 mL/min/1.73 m2) to predict a composite of ≥40% decline in eGFR or kidney failure (i.e., receipt of kidney replacement therapy) over 2-3 years. There were 17,399 and 24,591 events in development and validation cohorts, respectively. Models predicting ≥40% eGFR decline or kidney failure incorporated age, sex, eGFR, albuminuria, systolic blood pressure, antihypertensive medication use, history of heart failure, coronary heart disease, atrial fibrillation, smoking status, and BMI, and, in those with diabetes, hemoglobin A1c, insulin use, and oral diabetes medication use. The median C-statistic was 0.774 (interquartile range [IQR] = 0.753, 0.782) in the diabetes and higher-eGFR validation cohorts; 0.769 (IQR = 0.758, 0.808) in the diabetes and lower-eGFR validation cohorts; 0.740 (IQR = 0.717, 0.763) in the no diabetes and higher-eGFR validation cohorts; and 0.750 (IQR = 0.731, 0.785) in the no diabetes and lower-eGFR validation cohorts. Incorporating the previous 2-year eGFR slope minimally improved model performance, and then only in the higher-eGFR cohorts. Novel prediction equations for a decline of ≥40% in eGFR can be applied successfully for use in the general population in persons with and without diabetes with higher or lower eGFR.

Identifiants

pubmed: 35856507
pii: 147251
doi: 10.2337/dc22-0698
pmc: PMC9472501
doi:

Banques de données

figshare
['10.2337/figshare.20061143']

Types de publication

Journal Article Meta-Analysis Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

2055-2063

Subventions

Organisme : NIDDK NIH HHS
ID : R01 DK100446
Pays : United States

Investigateurs

John Chalmers (J)
Mark Woodward (M)
Chi-Yuan Hsu (CY)
Ana C Ricardo (AC)
Amanda Anderson (A)
Panduranga Rao (P)
Harold Feldman (H)
Alex R Chang (AR)
Kevin Ho (K)
Jamie Green (J)
H Lester Kirchner (HL)
Samira Bell (S)
Moneeza Siddiqui (M)
Colin Palmer (C)
Varda Shalev (V)
Gabriel Chodick (G)
Benedicte Stengel (B)
Marie Metzger (M)
Martin Flamant (M)
Pascal Houillier (P)
Jean-Philippe Haymann (JP)
Nikita Stempniewicz (N)
John Cuddeback (J)
Elizabeth Ciemins (E)
Csaba P Kovesdy (CP)
Keiichi Sumida (K)
Juan J Carrero (JJ)
Marco Trevisan (M)
Carl Gustaf Elinder (CG)
Björn Wettermark (B)
Philip Kalra (P)
Rajkumar Chinnadurai (R)
James Tollitt (J)
Darren Green (D)
Josef Coresh (J)
Shoshana H Ballew (SH)
Alex R Chang (AR)
Ron T Gansevoort (RT)
Morgan E Grams (ME)
Orlando Gutierrez (O)
Tsuneo Konta (T)
Anna Köttgen (A)
Andrew S Levey (AS)
Kunihiro Matsushita (K)
Kevan Polkinghorne (K)
Elke Schäffner (E)
Mark Woodward (M)
Luxia Zhang (L)
Shoshana H Ballew (SH)
Jingsha Chen (J)
Josef Coresh (J)
Morgan E Grams (ME)
Kunihiro Matsushita (K)
Yingying Sang (Y)
Aditya Surapaneni (A)
Mark Woodward (M)

Informations de copyright

© 2022 by the American Diabetes Association.

Références

N Engl J Med. 2021 Nov 4;385(19):1737-1749
pubmed: 34554658
Am J Kidney Dis. 2014 Dec;64(6):848-59
pubmed: 25441438
JAMA. 2011 Apr 20;305(15):1553-9
pubmed: 21482743
Am J Kidney Dis. 2014 Dec;64(6):860-6
pubmed: 25441439
N Engl J Med. 2017 Aug 17;377(7):644-657
pubmed: 28605608
Int J Epidemiol. 2013 Dec;42(6):1660-8
pubmed: 23243116
N Engl J Med. 2015 Nov 26;373(22):2117-28
pubmed: 26378978
Arch Intern Med. 2004 Mar 22;164(6):659-63
pubmed: 15037495
Clin J Am Soc Nephrol. 2017 Dec 7;12(12):1984-1990
pubmed: 29054846
JAMA. 2019 Dec 3;322(21):2104-2114
pubmed: 31703124
JAMA. 2014 Jun 25;311(24):2518-2531
pubmed: 24892770
Am J Kidney Dis. 2014 Dec;64(6):867-79
pubmed: 25441440
N Engl J Med. 2019 Jan 24;380(4):347-357
pubmed: 30415602
BMC Nephrol. 2019 Mar 29;20(1):110
pubmed: 30922254
BMC Nephrol. 2019 Sep 14;20(1):357
pubmed: 31521124
Ann Intern Med. 2020 Sep 15;173(6):426-435
pubmed: 32658569
Am J Kidney Dis. 2020 Aug;76(2):174-183
pubmed: 32305206
Can Fam Physician. 2018 Oct;64(10):728-735
pubmed: 30315015
Lancet. 2013 Jul 13;382(9887):158-69
pubmed: 23727165
JAMA. 2016 Jan 12;315(2):164-74
pubmed: 26757465
BMC Nephrol. 2021 May 14;22(1):177
pubmed: 33990175
N Engl J Med. 2019 May 9;380(19):1881-1882
pubmed: 31067395
Stat Med. 2015 May 10;34(10):1659-80
pubmed: 25684707
Nephrol Dial Transplant. 2017 Jan 1;32(1):9-16
pubmed: 28391313
Lancet Diabetes Endocrinol. 2019 Oct;7(10):776-785
pubmed: 31422062
N Engl J Med. 2020 Dec 03;383(23):2219-2229
pubmed: 33264825
Lancet Diabetes Endocrinol. 2018 Aug;6(8):605-617
pubmed: 29910024
Health Aff (Millwood). 2014 Jul;33(7):1187-94
pubmed: 25006145
Kidney Int. 2013 Sep;84(3):622-3
pubmed: 23989362
Am J Kidney Dis. 2014 Dec;64(6):821-35
pubmed: 25441437

Auteurs

Morgan E Grams (ME)

Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
Division of Precision of Medicine, Department of Medicine, New York University Grossman School of Medicine, New York, NY.

Nigel J Brunskill (NJ)

Department of Cardiovascular Sciences, University of Leicester, Leicester, U.K.
John Walls Renal Unit, Leicester General Hospital, University Hospitals of Leicester NHS Trust, Leicester, U.K.

Shoshana H Ballew (SH)

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

Yingying Sang (Y)

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

Josef Coresh (J)

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

Kunihiro Matsushita (K)

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

Aditya Surapaneni (A)

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

Samira Bell (S)

Renal Unit, Ninewells Hospital, Dundee, U.K.
Division of Population Health and Genomics, School of Medicine, University of Dundee, Dundee, U.K.

Juan J Carrero (JJ)

Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Huddinge, Sweden.

Gabriel Chodick (G)

Medical Division, Maccabi Healthcare Services, and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.

Marie Evans (M)

Department of Clinical Intervention, and Technology, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden.

Hiddo J L Heerspink (HJL)

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

Lesley A Inker (LA)

Tufts Medical Center, Boston, MA.

Kunitoshi Iseki (K)

Okinawa Heart and Renal Association, Okinawa, Japan.

Philip A Kalra (PA)

Department of Renal Medicine, Salford Royal NHS Foundation Trust, Salford, U.K.

H Lester Kirchner (HL)

Department of Population Health Sciences, Geisinger, Danville, PA.

Brian J Lee (BJ)

Kaiser Permanente, Hawaii Region, and Moanalua Medical Center, Honolulu, HI.

Adeera Levin (A)

Division of Nephrology, University of British Columbia, Vancouver, British Columbia, Canada.

Rupert W Major (RW)

John Walls Renal Unit, Leicester General Hospital, University Hospitals of Leicester NHS Trust, Leicester, U.K.
Department of Health Sciences, University of Leicester, Leicester, U.K.

James Medcalf (J)

John Walls Renal Unit, Leicester General Hospital, University Hospitals of Leicester NHS Trust, Leicester, U.K.
UK Renal Registry, The Renal Association, Bristol, U.K.
Department of Cardiovascular Sciences, University of Leicester, Leicester, U.K.

Girish N Nadkarni (GN)

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

David M J Naimark (DMJ)

Sunnybrook Hospital, University of Toronto, Toronto, Ontario, Canada.

Ana C Ricardo (AC)

Department of Medicine, University of Illinois, Chicago, IL.

Simon Sawhney (S)

Aberdeen Centre for Health Data Science, University of Aberdeen, Aberdeen, U.K.

Manish M Sood (MM)

Division of Nephrology, Department of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Clinical Epidemiology Program, Ottawa Hospital Research Institute, Ottawa, Ontario, Canada.
Division of Nephrology, Department of Medicine, The Ottawa Hospital, Ottawa, Ontario, Canada.

Natalie Staplin (N)

MRC Population Health Research Unit, Clinical Trial Service Unit and Epidemiological Studies Unit, Nuffield Department of Population Health, Oxford, U.K.

Nikita Stempniewicz (N)

American Medical Group Association, Alexandria, VA.

Benedicte Stengel (B)

University Paris-Saclay, University of Versailles Saint-Quentin-en-Yvelines, INSERM, Clinical Epidemiology Team, Centre for Epidemiology and Population Health, Villejuif, France.

Keiichi Sumida (K)

Division of Nephrology, Department of Medicine, University of Tennessee Health Science Center, Memphis, TN.

Jamie P Traynor (JP)

Glasgow Renal and Transplant Unit, Queen Elizabeth University Hospital, Glasgow, U.K.

Jan van den Brand (J)

Department of Nephrology, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands.

Chi-Pang Wen (CP)

National Health Research Institutes, Miaoli, Taiwan.
China Medical University Hospital, Taichung, Taiwan.

Mark Woodward (M)

Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD.
The George Institute for Global Health, University of New South Wales, Sydney, Australia.
The George Institute for Global Health, Imperial College, London, U.K.

Jae Won Yang (JW)

Department of Internal Medicine, Yonsei University Wonju College of Medicine, Wonju, Republic of Korea.

Angela Yee-Moon Wang (AY)

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

Navdeep Tangri (N)

Division of Nephrology, Department of Medicine, University of Manitoba, Winnipeg, Manitoba Canada.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH