Evidence map›Paper›PMID 41561055›Full record

ReviewFrontiers in endocrinology2025

Unlocking the heterogeneity of pediatric obesity: a phenotypic subtype-based paradigm for precision management.

Yi Zhang, Rongi Zhou, Jiaqi Zhang, Xiaolu Yu, Jie Zhang

Abstract readReview
In one paragraph

Review in Frontiers in endocrinology, 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

5 authors.

Yi ZhangDepartment of Pediatrics, First Affiliated Hospital, Henan University of Chinese Medicine, Zhengzhou, Henan, China.
Rongi ZhouDepartment of Pediatrics, First Affiliated Hospital, Henan University of Chinese Medicine, Zhengzhou, Henan, China.
Jiaqi ZhangDepartment of Pediatrics, First Affiliated Hospital, Henan University of Chinese Medicine, Zhengzhou, Henan, China.
Xiaolu YuDepartment of Pediatrics, First Affiliated Hospital, Henan University of Chinese Medicine, Zhengzhou, Henan, China.
Jie ZhangDepartment of Pediatrics, First Affiliated Hospital, Henan University of Chinese Medicine, Zhengzhou, Henan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Childhood obesity has emerged as a major global public health crisis. Current assessment methods, primarily relying on Body Mass Index (BMI), significantly limit the effectiveness of risk stratification and treatment due to their inability to capture the notable clinical heterogeneity of this condition. To address this, this review aims to propose a conceptual framework for pediatric obesity phenotypic subtypes, transcending BMI and rooted in dominant pathophysiological mechanisms, thereby offering a new theoretical basis for understanding its heterogeneity and advancing personalized medicine. Within this framework, we categorize childhood obesity into four core subtypes: 1) the "Dysmetabolic Subtype," characterized by insulin resistance and ectopic fat deposition; 2) the "Inflammatory Subtype," dominated by chronic, low-grade systemic inflammation; 3) the "Neurobehavioral Subtype," originating from central appetite and reward system dysfunction; and 4) the "Biomechanical/Structural Subtype," primarily driven by excessive mechanical load. This paper elaborates on the biological mechanisms, clinical identification pathways, key differential diagnostic points, and associations with specific long-term disease risks for each subtype. We believe that this phenotypic subtype framework provides a clear model for interpreting the diverse clinical outcomes and disease trajectories of childhood obesity. Adopting this multidimensional, multipath paradigm is a crucial step from the "one-size-fits-all" traditional management model towards a new era of precise risk assessment and personalized, "subtype-specific" treatment, which holds significant importance for improving long-term health outcomes.

Indexed as

Pediatric ObesityPrecision MedicineBody Mass IndexChildHumansInsulin ResistancePhenotypebody mass index (BMI)childhood obesityheterogeneityinflammationmetabolic syndromephenotypic subtypeprecision medicine

Identifiers

PMID41561055
PMCPMC12812688

What OpenQuestion holds

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Registered trials

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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.