ArticleBMJ open diabetes research & care2020
Trajectories of early to mid-life adulthood BMI and incident diabetes: the China Health and Nutrition Survey.
Article in BMJ open diabetes research & care, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
20 citing papers in PubMed, 33 citations in OpenAlex.
- No effects of high-The British journal of nutrition · 2025Trial
- Association between body roundness index trajectories and the incidence of diabetes mellitus: a perspective from the China health and retirement longitudinal study.Lipids in health and disease · 2025Article
- The independent and combined effects of smoking and chronic obstructive pulmonary disease on body mass index trajectories.Scientific reports · 2025Article
- Body Mass Index Progression, Development of Complications and Healthcare Costs Over 8 Years in UK Individuals Living With Overweight/Obesity.Advances in therapy · 2025Observational
- Characterizing trajectories of diabetes-related health parameters before diabetes diagnosis in diabetes subtypes: analysis of a 20-year long prospective cohort study in Sweden.Cardiovascular diabetology · 2025Article
- Association between body mass index trajectories and type 2 diabetes incidence over an 18-year follow-up in the Tehran Lipid and Glucose Study.Scientific reports · 2024Article
- Impact of adiposity indices changes across the lifespan on risk of diabetes in women: trajectory modeling approach.BMC public health · 2024Article
- Associations between resting heart rate and cognitive decline in Chinese oldest old individuals: a longitudinal cohort study.BMC geriatrics · 2024Article
- How do sex-specific BMI trajectories shape diabetes risk? A longitudinal analysis of Indonesian adults.BMJ public health · 2023Article
- PrEP risk perception and adherence among men who have sex with men: a prospective cohort study based on growth mixture model.BMC infectious diseases · 2022Article
- Age-specific prevalence, subtypes and risk factors of metabolic diseases in Chinese adults and the different patterns from other racial/ethnic populations.BMC public health · 2022Article
- BMI variability and incident diabetes mellitus, Tehran Lipid and Glucose Study (TLGS).Scientific reports · 2022Article
- Risk of Type 2 Diabetes Among Individuals with Excess Weight: Weight Trajectory Effects.Current diabetes reports · 2022Review
- The effect of COVID-19 lockdown on Iraqi wrestlers.Journal of medicine and life · 2022Observational
- Article
- Life-course blood pressure trajectories and incident diabetes: A longitudinal cohort in a Chinese population.Frontiers in endocrinology · 2022Article
- Serum Cystatin C Trajectory Is a Marker Associated With Diabetic Kidney Disease.Frontiers in endocrinology · 2022Article
- The Association between Trajectories of Anthropometric Variables and Risk of Diabetes among Prediabetic Chinese.Nutrients · 2021Article
- Weight gain in Chinese youth during a 4-month COVID-19 lockdown: a retrospective observational study.BMJ open · 2021Observational
- Trajectories of mid-life to elderly adulthood BMI and incident hypertension: the China Health and Nutrition Survey.BMJ open · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionThis longitudinal study aims to characterize distinct body mass index (BMI) trajectories during early to mid-life adulthood and to explore the association between BMI change from young adulthood to midlife and incident diabetes. RESEARCH DESIGN AND
methodsThis study included 7289 adults who had repeatedly measured BMI 3-9 times during 1989-2011 and information on incident diabetes. Latent class growth mixed model (LCGMM) was used to identify different BMI trajectories. Cox proportional hazard models were used to investigate the association between the trajectory group membership and incident hyperglycemia, adjusting for covariates. The hyperglycemia group included individuals with prediabetes or diabetes. The model-estimated BMI levels and slopes were calculated at each age point in 1-year intervals according to the model parameters and their first derivatives, respectively. Logistic regression analyses were used to examine the association of model-estimated levels and slopes of BMI at each age point with incident hyperglycemia. The area under the curve (AUC) was computed from longitudinal growth curve models during the follow-up for each individual. Prior to the logistic regression analyses, quartiles of total, baseline, and incremental AUC values were calculated.
resultsThree distinct trajectories were characterized by LCGMM, comprising of low-increasing group (n=5136), medium-increasing group (n=1914), and high-increasing group (n=239). Compared with the low-increasing group, adjusted HRs and 95% CIs were 1.21 (0.99 to 1.48) and 1.56 (1.06 to 2.30) for the medium-increasing and the high-increasing group, respectively. The adjusted standardized ORs of model-estimated BMI levels increased among 20-50 years, ranging from 0.98 (0.87 to 1.10) to 1.19 (1.08 to 1.32). The standardized ORs of level-adjusted linear slopes increased gradually from 1.30 (1.16 to 1.45) to 1.42 (1.21 to 1.67) during 20-29 years, then decreased from 1.41 (1.20 to 1.66) to 1.20 (1.08 to 1.33) during 30-43 years, and finally increased to 1.20 (1.04 to 1.38) until 50 years. The fourth quartile of incremental AUC (OR=1.31, 95% CI 1.03 to 1.66) was significant compared with the first quartile, after adjustment for covariates.
conclusionsThese findings indicate that the BMI trajectories during early adulthood were significantly associated with later-life diabetes. Young adulthood is a crucial period for the development of diabetes, which has implications for early prevention.
Indexed as
Identifiers
What OpenQuestion holds
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.