# Nutritional risk factors and eating behaviors in adolescents with pectus excavatum: new approach by using cluster analysis

**Authors:** Sevde Kahraman, Yusuf Celik

PMC · DOI: 10.1007/s00383-026-06305-w · Pediatric Surgery International · 2026-02-05

## TL;DR

This study explores eating behaviors and nutritional issues in adolescents with pectus excavatum, finding links between diet, growth, and biochemical markers.

## Contribution

The study is the first to use cluster analysis to examine eating behaviors and nutritional factors in adolescents with pectus excavatum.

## Key findings

- 16% of adolescents showed malnutrition, 20% had low serum ferritin levels, and 72% reported nutritional problems.
- Cluster analysis identified two distinct groups linking eating behaviors, biochemical status, and lifestyle factors.
- Appetite loss and food neophobia were the most commonly reported eating issues among participants.

## Abstract

This study aimed to assess eating behaviors, dietary habits, and nutritional history in adolescents with pectus excavatum, and to examine the relationships between anthropometric, biochemical, and behavioral variables using multivariate cluster analysis.

A total of 25 adolescents (21 males, 4 females) aged 11–18 years with a diagnosis of pectus excavatum participated in this cross-sectional study. Data were collected through sociodemographic surveys, anthropometric measurements, serum ferritin levels, and the Adolescent Eating Behavior Assessment Scale. Cluster analysis was applied to identify patterns between nutritional, anthropometric, biochemical, and behavioral factors.

Malnutrition was observed in 16% of participants, thinness in 20%, and short stature in 16%. Low serum ferritin levels were found in 20% of the cohort. Nutritional problems were reported by 72% of adolescents, mainly appetite loss (55.6%) and food neophobia (44.4%). Only 44% had been breastfed up to two years, and the majority (96%) exhibited moderate eating behaviors. Cluster analysis revealed two main clusters linking nutritional and behavioral variables with biochemical status and lifestyle factors.

This study is the first to highlight the relationship between eating behaviors, breastfeeding duration, and daily meal frequency in adolescents with pectus excavatum. The findings emphasize the importance of early nutritional assessment and tailored interventions to support growth and overall health in this population.

## Linked entities

- **Diseases:** pectus excavatum (MONDO:0008213)

## Full-text entities

- **Genes:** CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}
- **Diseases:** anemia (MESH:D000740), deformities (MESH:D009140), body image dissatisfaction (MESH:D057215), congenital deformity (MESH:D006228), Marfan syndrome (MESH:D008382), underweight (MESH:D013851), appetite loss (MESH:D001068), chest wall deformities (MESH:D013898), Pectus excavatum (MESH:D005660), obesity (MESH:D009765), iron deficiency (MESH:D000090463), problems (MESH:D019973), diminished cardiorespiratory fitness (MESH:D012640), short stature (MESH:D006130), overweight (MESH:D050177), Malnutrition (MESH:D044342), anxiety (MESH:D001007), pectus carinatum (MESH:D066166), food neophobia (MESH:D000080146), inflammation (MESH:D007249), sternal depression (MESH:C537489)
- **Chemicals:** iron (MESH:D007501), water (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12876074/full.md

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12876074/full.md

## References

3 references — full list in the complete paper: https://tomesphere.com/paper/PMC12876074/full.md

---
Source: https://tomesphere.com/paper/PMC12876074