Evidence map›Paper›PMID 40327631›Full record

ArticlePloS one2025

Cardio-metabolic traits and its socioeconomic differentials among school children including metabolically obese normal weight phenotypes in India: A post-COVID baseline characteristics of LEAP-C cohort.

Mani Kalaivani, Chitralok Hemraj, Varhlunchhungi Varhlunchhungi, Lakshmy Ramakrishnan, Sumit Malhotra, Sanjeev Kumar Gupta, Raman Kumar Marwaha, Ransi Ann Abraham, Monika Arora, Tina Rawal and 3 more

Abstract read
In one paragraph

Article in PloS one, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–field-weighted citation impact
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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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

13 authors.

Mani KalaivaniDepartment of Biostatistics, All India Institute of Medical Sciences, New Delhi, India.ORCID https://orcid.org/0000-0002-6492-1808
Chitralok HemrajDepartment of Biostatistics, All India Institute of Medical Sciences, New Delhi, India.ORCID https://orcid.org/0009-0008-5507-1179
Varhlunchhungi VarhlunchhungiDepartment of Biostatistics, All India Institute of Medical Sciences, New Delhi, India.
Lakshmy RamakrishnanDepartment of Cardiac-Biochemistry, All India Institute of Medical Sciences, New Delhi, India.
Sumit MalhotraCentre for Community Medicine, All India Institute of Medical Sciences, Delhi, India.
Sanjeev Kumar GuptaCentre for Community Medicine, All India Institute of Medical Sciences, Delhi, India.
Raman Kumar MarwahaInternational Life Sciences Institute, Delhi, India.
Ransi Ann AbrahamDepartment of Cardiac-Biochemistry, All India Institute of Medical Sciences, New Delhi, India.
Monika AroraHRIDAY, Green Park Extension, Green Park, Delhi, India.
Tina RawalHRIDAY, Green Park Extension, Green Park, Delhi, India.
Maroof Ahmad KhanDepartment of Biostatistics, All India Institute of Medical Sciences, New Delhi, India.
Aditi SinhaDepartment of Pediatrics, All India Institute of Medical Sciences, New Delhi, India.
Nikhil TandonDepartment of Endocrinology & Metabolism, All India Institute of Medical Sciences, Delhi, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardio-metabolic risks emerge in early life and progress further in adult life. In recent times, COVID-19 pandemic aggravated risks owing to poor food security and diet quality. We aimed to assess the prevalence of cardiometabolic traits including the metabolically obese normal weight phenotype and its socioeconomic differentials in children and adolescents aged 6-19 years in India.

methodsA baseline assessment was conducted between August and December, 2022, as part of a school-based cohort study that aimed at longitudinally evaluating the anthropometric and metabolic parameters among urban children and adolescents aged 6-19 years from three public (non-fee paying) and two private (fee paying) schools in India. Private and public schools were considered as a proxy for higher and lower socioeconomic status respectively. Blood pressure and blood samples in a fasting state were obtained only from adolescents aged 10-19 years. The prevalence and its 95% confidence interval using the Clopper exact method and adjusted prevalence ratios were calculated using random-effects logistic regression models.

findingsAmong 3888 recruited students, 1985 (51.05%) were from public schools, and 1903 (48.95%) were from private schools aged 6-19 years. The overall prevalence of underweight was 4.95% (95% CI 4.29-5.69), with a significantly higher prevalence in public schools (8.09%) than private schools (1.69%). The overall prevalences of general obesity and central obesity were 13.41% (95% CI 12.35-14.52) and 9.15% (95% CI 8.26-10.11), respectively, with significantly higher prevalence in private schools (p < 0.001). The prevalences of general and central obesity were four times (adjusted PR = 4.42, 95% CI 2.90-6.72) and eight times (adjusted PR = 8.31, 95% CI 4.82-14.35) higher, respectively, in private schools than public schools. The overall prevalence of hypertension was 7.37% (95% CI 6.33-8.51), and similar prevalences were found in public and private schools. Private school students had 2.37 times higher prevalence of impaired fasting plasma glucose (adjusted PR = 2.37, 95% CI 1.19-4.72) and 3.51 times higher prevalence of metabolic syndrome (adjusted PR = 3.51, 95% CI 1.54-8.01) than public school students. Among 2160 adolescents, 67.73% (1463) had normal body mass index. The prevalence of metabolically obese normal weight phenotype (MONW) was 42.86% (95% CI 40.30-45.44), which is higher in public [46.39% (95% CI 43.25-49.54)] than private [35.33% (95% CI 30.99-39.86)] schools (p < 0.001) with adjusted PR of 0.91 (95% CI 0.70-1.17). The most prevalent cardio-metabolic abnormality among metabolically obese normal weight phenotype was low high-density lipoprotein-c, significantly higher among adolescents from public schools (62.12% vs 52.73%, p = 0.039) than private schools. The prevalence of metabolically obese underweight (MOUW) (48/115) was 41.74% (95% CI 32.61-51.30), being higher among adolescents in public schools than private schools but not significant (p = 0.264).

interpretationEffective implementation of food security measures and targeted initiatives will be crucial to mitigate the socioeconomic disparities associated with the growing burden of cardiometabolic traits. Metabolic obesity among phenotypically normal or underweight adolescents should not be overlooked but should be intervened early through novel screening criteria to prevent future cardiovascular burdens. These findings also have implications for low- and -middle income countries like India, which are undergoing a nutritional transition where socioeconomic status strongly influences cardio-metabolic traits.

Indexed as

COVID-19ObesityPediatric ObesityAdolescentChildCohort StudiesFemaleHumansIndiaMalePhenotypePrevalenceSARS-CoV-2SchoolsSocioeconomic FactorsThinness

Identifiers

PMID40327631
PMCPMC12054912

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.