Evidence map›Paper›PMID 31753960›Full record

ArticleDiabetes care2020

Introducing the Endotype Concept to Address the Challenge of Disease Heterogeneity in Type 1 Diabetes.

Manuela Battaglia, Simi Ahmed, Mark S Anderson, Mark A Atkinson, Dorothy Becker, Polly J Bingley, Emanuele Bosi, Todd M Brusko, Linda A DiMeglio, Carmella Evans-Molina and 22 more

Registry-linked trialOpen access · bronzeAbstract read
In one paragraph

Article in Diabetes care, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07461805 (Caracterización de Subgrupos de Personas Con Diabetes Tipo 1), which is not on this map. Cited by 219 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
219citing papers in PubMed, 2 pooled it
28.3field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07461805 recruitingnot on this mapstarted 2025, after this paper: background citation

Caracterización de Subgrupos de Personas Con Diabetes Tipo 1: análisis de características clínicas y glucométricas Utilizando Una aproximación de Inteligencia Artificial

Typeobservational_patient_registrySponsorFundació Institut de Recerca de l'Hospital de la Santa Creu i Sant PauRan2025 to 2028Enrolled800ConditionsType 1 Diabetes Mellitus
3 · Its place in the literature

Who cites it

219 citing papers in PubMed, 2 syntheses or guidelines pooled it, 335 citations in OpenAlex.

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  11. Type 1 Diabetes Mellitus Pathogenesis: Mechanisms, Early Diagnostic Strategies, and Emerging Therapeutic Approaches.Pathophysiology : the official journal of the International Society for Pathophysiology · 2026
    Review
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159 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

32 authors at 20 institutions in 6 countries.

Manuela BattagliaSan Raffaele Diabetes Research Institute, IRCCS San Raffaele Hospital, Milan, Italy battaglia.manuela@icloud.com mark.peakman@kcl.ac.uk.ORCID 0000-0003-4535-3152
Simi AhmedJDRF, New York, NY.
Mark S AndersonDiabetes Center, University of California, San Francisco, San Francisco, CA.
Mark A AtkinsonDepartment of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL.
Dorothy BeckerDivision of Endocrinology and Diabetes, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA.
Polly J BingleyTranslational Health Sciences, Bristol Medical School, University of Bristol, Bristol, U.K.
Emanuele BosiSan Raffaele Diabetes Research Institute, IRCCS San Raffaele Hospital, Milan, Italy.
Todd M BruskoDepartment of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL.ORCID 0000-0003-2878-9296
Linda A DiMeglioDivision of Pediatric Endocrinology and Diabetology and Wells Center for Pediatric Research, Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN.ORCID 0000-0002-8033-6078
Carmella Evans-MolinaHerman B Wells Center for Pediatric Research, Indiana University School of Medicine, Indianapolis, IN.ORCID 0000-0001-7764-8663
Stephen E GitelmanDivision of Pediatric Endocrinology and Diabetes, University of California, San Francisco, San Francisco, CA.
Carla J GreenbaumDiabetes Program, Benaroya Research Institute, Seattle, WA.ORCID 0000-0003-4451-9800
Peter A GottliebBarbara Davis Center for Childhood Diabetes, University of Colorado School of Medicine, Aurora, CO.
Kevan C HeroldDepartment of Immunobiology, Yale University, New Haven, CT.ORCID 0000-0003-1534-6613
Martin J HessnerDepartment of Pediatrics, Medical College of Wisconsin, Milwaukee, WI.ORCID 0000-0001-9941-0314
Mikael KnipChildren's Hospital, University of Helsinki and Helsinki University Hospital, Clinical and Molecular Metabolism Research Program, University of Helsinki, Helsinki, Finland.ORCID 0000-0003-0474-0033
Laura JacobsenDepartment of Pediatrics, University of Florida, Gainesville, FL.ORCID 0000-0002-5144-7836
Jeffrey P KrischerHealth Informatics Institute, Morsani College of Medicine, University of South Florida, Tampa, FL.
S Alice LongDiabetes Program, Benaroya Research Institute, Seattle, WA.ORCID 0000-0002-0281-1240
Markus LundgrenDepartment of Clinical Sciences, Clinical Research Centre, Faculty of Medicine, Lund University, and Skåne University Hospital, Malmö, Sweden.
Eoin F McKinneyDepartment of Medicine, University of Cambridge School of Clinical Medicine, Addenbrooke's Hospital, Cambridge, U.K.
Noel G MorganInstitute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, U.K.ORCID 0000-0003-1537-8113
Richard A OramInstitute of Biomedical and Clinical Science, University of Exeter Medical School, Royal Devon and Exeter Hospital, Exeter, U.K.ORCID 0000-0003-3581-8980
Tomi PastinenCenter for Pediatric Genomic Medicine, Children's Mercy Kansas City, Kansas City, MO.
Michael C PetersDivision of Pulmonary and Critical Care Medicine, Department of Medicine, and Cardiovascular Research Institute, University of California, San Francisco, San Francisco, CA.
Alessandra PetrelliSan Raffaele Diabetes Research Institute, IRCCS San Raffaele Hospital, Milan, Italy.
Xiaoning QianDepartment of Electrical and Computer Engineering, TEES-AgriLife Center for Bioinformatics and Genomic Systems Engineering, Texas A&M University, College Station, TX.
Maria J RedondoBaylor College of Medicine, Texas Children's Hospital, Houston, TX.ORCID 0000-0001-5871-4645
Bart O RoepDepartment of Diabetes Immunology, Diabetes & Metabolism Research Institute, Beckman Research Institute, National Medical Center, City of Hope, Duarte, CA.ORCID 0000-0003-1616-8337
Desmond SchatzDepartment of Pediatrics, University of Florida, Gainesville, FL.
David SkibinskiDiabetes Program, Benaroya Research Institute, Seattle, WA.
Mark PeakmanPeter Gorer Department of Immunobiology, Faculty of Life Sciences and Medicine, King's College London, London, U.K. battaglia.manuela@icloud.com mark.peakman@kcl.ac.uk.
University of Florida · USBenaroya Research InstituteUniversity of California, San Francisco · USVita-Salute San Raffaele University · ITIndiana University School of MedicineAddenbrooke's Hospital · GBBaylor College of Medicine · USBreakthrough T1D · USChildren's Hospital of Pittsburgh · USChildren's Mercy Hospital · USCity Of Hope National Medical Center · USKings Health Partners · GBLund University · SEMedical College of Wisconsin · USRoyal Devon & Exeter NHS Foundation Trust · GBTexas A&M University System · USUniversity of Bristol · GBUniversity of Colorado Denver · USUniversity of Exeter · GBUniversity of Helsinki · FI

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Yale Diabetes Research CenterP30DK045735 · NIDDK · YALE UNIVERSITY · PI GERALD I SHULMAN · 1993 to 2026
$44.0M
Project 3P01AI042288 · NIAID · UNIVERSITY OF FLORIDA · PI Todd Michael Brusko · 1997 to 2026
$32.9M
Translation CoreP30DK097512 · NIDDK · INDIANA UNIVERSITY INDIANAPOLIS · PI Carmella Evans-Molina · 2015 to 2026
$17.4M
UCSF Trialnet: A Phase II Trial of Imatimib in New Onset Type I DiabetesU01DK061010 · NIDDK · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI GITELMAN, STEPHEN E · 2001 to 2018
$8.1M
Chicagoland Diabetes TrialNet Clinical CenterU01DK103153 · NIDDK · UNIVERSITY OF CHICAGO · PI PHILIPSON, LOUIS H. · 2014 to 2018
$1.4M
Texas Children's Hospital and Baylor College of Medicine TrialNet Clinical CenterU01DK103180 · NIDDK · BAYLOR COLLEGE OF MEDICINE · PI REDONDO, MARIA JOSE · 2014 to 2018
$783k
Regulation of Calcium Homeostasis in the Pancreatic Beta CellI01BX001733 · VA · RLR VA MEDICAL CENTER · PI Carmella Evans-Molina · 2013 to 2026
–
BLRD VA I01 BX001733Medical Research Council MC_PC_15047NCATS NIH HHS UL1 TR001863NIAID NIH HHS P01 AI042288NIDDK NIH HHS P30 DK045735NIDDK NIH HHS P30 DK097512NIDDK NIH HHS U01 DK061010NIDDK NIH HHS U01 DK103153NIDDK NIH HHS U01 DK103180
6 · The paper itself

Abstract

The clinical diagnosis of new-onset type 1 diabetes has, for many years, been considered relatively straightforward. Recently, however, there is increasing awareness that within this single clinical phenotype exists considerable heterogeneity: disease onset spans the complete age range; genetic susceptibility is complex; rates of progression differ markedly, as does insulin secretory capacity; and complication rates, glycemic control, and therapeutic intervention efficacy vary widely. Mechanistic and immunopathological studies typically show considerable patchiness across subjects, undermining conclusions regarding disease pathways. Without better understanding, type 1 diabetes heterogeneity represents a major barrier both to deciphering pathogenesis and to the translational effort of designing, conducting, and interpreting clinical trials of disease-modifying agents. This realization comes during a period of unprecedented change in clinical medicine, with increasing emphasis on greater individualization and precision. For complex disorders such as type 1 diabetes, the option of maintaining the "single disease" approach appears untenable, as does the notion of individualizing each single patient's care, obliging us to conceptualize type 1 diabetes less in terms of phenotypes (observable characteristics) and more in terms of disease endotypes (underlying biological mechanisms). Here, we provide our view on an approach to dissect heterogeneity in type 1 diabetes. Using lessons from other diseases and the data gathered to date, we aim to delineate a roadmap through which the field can incorporate the endotype concept into laboratory and clinical practice. We predict that such an effort will accelerate the implementation of precision medicine and has the potential for impact on our approach to translational research, trial design, and clinical management.

Indexed as

PhenotypeBiological Variation, PopulationBlood GlucoseDiabetes Mellitus, Type 1Disease ProgressionHumansInsulinPrecision MedicineBlood GlucoseInsulin

Identifiers

PMID31753960
PMCPMC6925574
OpenAlexW2991077754

What OpenQuestion holds

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.