# Lifestyle factors associated with pre-metabolic syndrome in young adults: A cross-sectional study of annual health examinations in university students

**Authors:** Haruka Arimori, Akie Moriuchi, Masakazu Kobayashi, Shimpei Morimoto, Seiko Nakamichi, Atsushi Kawakami, Norio Abiru, Neftali Eduardo Antonio-Villa, Neftali Eduardo Antonio-Villa, Neftali Eduardo Antonio-Villa, Neftali Eduardo Antonio-Villa, Neftali Eduardo Antonio-Villa

PMC · DOI: 10.1371/journal.pone.0342228 · PLOS One · 2026-02-11

## TL;DR

This study explores lifestyle factors linked to pre-metabolic syndrome in university students, finding connections with part-time job frequency and gaming habits.

## Contribution

The study identifies specific lifestyle factors associated with pre-metabolic syndrome in young adults during the post-pandemic era.

## Key findings

- Pre-MetS was significantly associated with no or infrequent part-time job and longer gaming time.
- After adjustment, gaming time of ≥4 h/day remained significantly linked to pre-MetS.
- Breakfast frequency and dining out frequency were initially associated but not significant after adjustment.

## Abstract

The recent global rise in obesity and metabolic syndrome (MetS) among young adults has become a public health concern. Moreover, lifestyle changes were widely reported as a result of preventive measures against the novel coronavirus disease 2019. We conducted a cross-sectional study to investigate lifestyle factors associated with a pre-disease condition prior to MetS in young adults during/post-pandemic era. A survey was distributed to fourth-year students at Nagasaki University in 2023, and medical examination data were collected. Participants who met both high intra-abdominal fat area (IAFA >71.1 cm²) and at least one of the Japanese diagnostic criteria for MetS were categorized as having pre-MetS. The pre-MetS group was compared with the control (non–pre-MetS) group to examine its characteristics using Fisher’s exact test and binomial logistic regression. A total of 856 students participated in this study; of them, 43 (5.0%) were classified as the pre-MetS group. Fisher’s exact test identified significant associations between pre-MetS and breakfast frequency of 2–3 times/week, dining out ≥4 times/week, no or infrequent part-time job, late bedtime, and longer gaming time. Multivariable logistic regression revealed that after mutual adjustment, pre-MetS remained associated with no or infrequent part-time job and longer gaming time. After further adjustment for age, sex, and body mass index, only no or infrequent part-time job and gaming time of ≥4 h/day were significantly associated with pre-MetS. These factors were associated with pre-MetS and might reflect early metabolic alterations; further prospective studies are needed in this regard.

## Linked entities

- **Diseases:** metabolic syndrome (MONDO:0000816)

## Full-text entities

- **Diseases:** obesity (MESH:D009765), MetS (MESH:D024821), novel coronavirus disease 2019 (MESH:D000086382)

## Full text

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## Figures

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## References

51 references — full list in the complete paper: https://tomesphere.com/paper/PMC12893567/full.md

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Source: https://tomesphere.com/paper/PMC12893567