Evidence map›Paper›PMID 32433647›Full record

ArticlePLoS medicine2020

Amino acid and lipid metabolism in post-gestational diabetes and progression to type 2 diabetes: A metabolic profiling study.

Mi Lai, Ying Liu, Gabriele V Ronnett, Anne Wu, Brian J Cox, Feihan F Dai, Hannes L Röst, Erica P Gunderson, Michael B Wheeler

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01967030 (SWIFT), which is not on this map. Cited by 81 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
81citing papers in PubMed, 4 pooled it
7.4field-weighted citation impact, top 2% 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.

NCT01967030 active not recruitingnot on this map

SWIFT: Study of Women, Infant Feeding and Type 2 Diabetes After GDM Pregnancy

TypeobservationalSponsorKaiser PermanenteRan2008 to 2030Enrolled1,035ConditionsType 2 Diabetes
3 · Its place in the literature

Who cites it

81 citing papers in PubMed, 4 syntheses or guidelines pooled it, 118 citations in OpenAlex.

  1. Pooled it
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  3. Prediction Models for Maternal and Offspring Short- and Long-Term Outcomes Following Gestational Diabetes: A Systematic Review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025
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21 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

9 authors at 3 institutions in 2 countries.

Mi LaiDepartment of Physiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Ying LiuDepartment of Physiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0001-7710-0809
Gabriele V RonnettJanssen Research & Development, World Without Disease Accelerator, Spring House, Pennsylvania, United States of America.
Anne WuDepartment of Physiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Brian J CoxDepartment of Physiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0001-7146-6041
Feihan F DaiDepartment of Physiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.
Hannes L RöstDonnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0003-0990-7488
Erica P GundersonDivision of Research, Kaiser Permanente Northern California, Oakland, California, United States of America.ORCID 0000-0002-2039-1964
Michael B WheelerDepartment of Physiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.ORCID 0000-0002-7480-7267
University of Toronto · CAKaiser Permanente · USSpringhouse · US

Funding

Maternal Inflammation during Pregnancy and Neurodevelopmental DisordersR01HD095128 · NICHD · KAISER FOUNDATION RESEARCH INSTITUTE · PI CROEN, LISA A, VAN DE WATER, JUDY A. · 2018 to 2022
$3.4M
Prenatal Blood Pressure Patterns to Predict Pregnancy-Related Hypertension and Later Life Cardiovascular RiskR01HL145808 · NHLBI · KAISER FOUNDATION RESEARCH INSTITUTE · PI GUNDERSON, ERICA PAULINE · 2019 to 2022
$3.3M
Metabolite Profiles Preceding Progression to Diabetes Mellitus after Gestational DiabetesR01DK118409 · NIDDK · KAISER FOUNDATION RESEARCH INSTITUTE · PI GUNDERSON, ERICA PAULINE · 2018 to 2023
$3.1M
Lactation and Glucose Tolerance After GDM PregnancyR01HD050625 · NICHD · KAISER FOUNDATION RESEARCH INSTITUTE · PI GUNDERSON, ERICA PAULINE · 2007 to 2011
$3.1M
Pregnancy-Related Risk Factors and Glucose Intolerance in Women during MidlifeR01DK106201 · NIDDK · KAISER FOUNDATION RESEARCH INSTITUTE · PI GUNDERSON, ERICA PAULINE · 2015 to 2018
$2.7M
INSULIN RESISTANCE AND GLUCOSE METABOLISM IN PREGNANCYR01HD022965 · NICHD · CASE WESTERN RESERVE UNIVERSITY · PI CATALANO, PATRICK · 1994 to 2011
$2.3M
Shared Antecedents to Pre-term Birth and Cardiovascular Disease in WomenR21HL145419 · NHLBI · MAGEE-WOMEN'S RES INST AND FOUNDATION · PI CATOV, JANET M · 2019 to 2020
$503k
CIHR FRN 143219NHLBI NIH HHS R01 HL145808NHLBI NIH HHS R21 HL145419NICHD NIH HHS R01 HD022965NICHD NIH HHS R01 HD050625NICHD NIH HHS R01 HD095128NIDDK NIH HHS R01 DK106201NIDDK NIH HHS R01 DK118409
6 · The paper itself

Abstract

backgroundWomen with a history of gestational diabetes mellitus (GDM) have a 7-fold higher risk of developing type 2 diabetes (T2D) during midlife and an elevated risk of developing hypertension and cardiovascular disease. Glucose tolerance reclassification after delivery is recommended, but fewer than 40% of women with GDM are tested. Thus, improved risk stratification methods are needed, as is a deeper understanding of the pathology underlying the transition from GDM to T2D. We hypothesize that metabolites during the early postpartum period accurately distinguish risk of progression from GDM to T2D and that metabolite changes signify underlying pathophysiology for future disease development. METHODS AND

findingsThe study utilized fasting plasma samples collected from a well-characterized prospective research study of 1,035 women diagnosed with GDM. The cohort included racially/ethnically diverse pregnant women (aged 20-45 years-33% primiparous, 37% biparous, 30% multiparous) who delivered at Kaiser Permanente Northern California hospitals from 2008 to 2011. Participants attended in-person research visits including 2-hour 75-g oral glucose tolerance tests (OGTTs) at study baseline (6-9 weeks postpartum) and annually thereafter for 2 years, and we retrieved diabetes diagnoses from electronic medical records for 8 years. In a nested case-control study design, we collected fasting plasma samples among women without diabetes at baseline (n = 1,010) to measure metabolites among those who later progressed to incident T2D or did not develop T2D (non-T2D). We studied 173 incident T2D cases and 485 controls (pair-matched on BMI, age, and race/ethnicity) to discover metabolites associated with new onset of T2D. Up to 2 years post-baseline, we analyzed samples from 98 T2D cases with 239 controls to reveal T2D-associated metabolic changes. The longitudinal analysis tracked metabolic changes within individuals from baseline to 2 years of follow-up as the trajectory of T2D progression. By building prediction models, we discovered a distinct metabolic signature in the early postpartum period that predicted future T2D with a median discriminating power area under the receiver operating characteristic curve of 0.883 (95% CI 0.820-0.945, p < 0.001). At baseline, the most striking finding was an overall increase in amino acids (AAs) as well as diacyl-glycerophospholipids and a decrease in sphingolipids and acyl-alkyl-glycerophospholipids among women with incident T2D. Pathway analysis revealed up-regulated AA metabolism, arginine/proline metabolism, and branched-chain AA (BCAA) metabolism at baseline. At follow-up after the onset of T2D, up-regulation of AAs and down-regulation of sphingolipids and acyl-alkyl-glycerophospholipids were sustained or strengthened. Notably, longitudinal analyses revealed only 10 metabolites associated with progression to T2D, implicating AA and phospholipid metabolism. A study limitation is that all of the analyses were performed with the same cohort. It would be ideal to validate our findings in an independent longitudinal cohort of women with GDM who had glucose tolerance tested during the early postpartum period.

conclusionsIn this study, we discovered a metabolic signature predicting the transition from GDM to T2D in the early postpartum period that was superior to clinical parameters (fasting plasma glucose, 2-hour plasma glucose). The findings suggest that metabolic dysregulation, particularly AA dysmetabolism, is present years prior to diabetes onset, and is revealed during the early postpartum period, preceding progression to T2D, among women with GDM.

trial registrationClinicalTrials.gov Identifier: NCT01967030.

Indexed as

Lipid MetabolismAdultAmino AcidsDiabetes, GestationalDiabetes Mellitus, Type 2Disease ProgressionFemaleHumansMiddle AgedPostpartum PeriodPregnancyRisk FactorsYoung AdultAmino Acids

Identifiers

PMID32433647
PMCPMC7239388
OpenAlexW3027787241

What OpenQuestion holds

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LicenceCC BY
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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.