Gender differences in dietary patterns and physical activity: an insight with principal component analysis (PCA)

被引:14
作者
Feraco, Alessandra [1 ,2 ]
Gorini, Stefania [1 ,2 ]
Camajani, Elisabetta [1 ,2 ]
Filardi, Tiziana [1 ]
Karav, Sercan [3 ]
Cava, Edda [4 ]
Strollo, Rocky [1 ]
Padua, Elvira [1 ]
Caprio, Massimiliano [1 ,2 ]
Armani, Andrea [1 ,2 ]
Lombardo, Mauro [1 ]
机构
[1] San Raffaele Open Univ, Dept Human Sci & Promot Qual Life, Via Val Cannuta 247, I-00166 Rome, Italy
[2] IRCCS San Raffaele Roma, San Raffaele Res Inst, Lab Cardiovasc Endocrinol, Via Val Cannuta 247, I-00166 Rome, Italy
[3] Canakkale Onsekiz Mart Univ, Dept Mol Biol & Genet, TR-17000 Canakkale, Turkiye
[4] San Camillo Forlanini Hosp, Clin Nutr & Dietet, Cir Ne Gianicolense 87, I-00152 Rome, Italy
关键词
Gender differences; Principal component analysis (PCA); Dietary patterns; Physical activity; Sport; Body composition; Eating behaviors; Fat mass; BMI; Anthropometric analysis; FOOD; RISK; FREQUENCY; SNACKING; COHORT; MEALS; WOMEN; MEN;
D O I
10.1186/s12967-024-05965-3
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
BackgroundGender differences in dietary patterns and physical activity are known to influence metabolic health, but research exploring these differences using principal component analysis (PCA) is limited. This study aims to identify distinct patterns of eating behaviour, body composition and physical activity between men and women, in order to develop tailored interventions.MethodsA cross-sectional study was conducted on 2,509 adults attending a metabolic health centre. Data on eating habits, physical activity and body composition were collected by means of questionnaires and bioimpedance analysis. PCA was used to identify patterns of eating behaviour and physical activity. Statistical analyses were performed to explore gender-specific differences.ResultsBased on the PCA, five distinct groups of participants were identified: Balanced Eaters, Focused on Home Cooking, Routine Eaters, Restaurant Lovers and Varied Eaters. Significant gender differences in food preferences were observed, with men consuming more meat and women more vegetables. Men also reported greater participation in strength and endurance sports, while women showed a more structured eating routine.ConclusionsThis study, using principal component analysis (PCA), revealed gender-specific patterns in diet, physical activity and body composition. PCA identified five distinct behavioural groups, revealing that men tended to consume more meat and engage in strength training, while women adhered to structured, vegetable-rich diets. The application of PCA provided more insight than traditional analysis, highlighting the complexity of gender-specific behaviour. These results emphasize the need for tailored interventions, focusing on increasing vegetable intake in men and encouraging strength training in women. Future research should exploit PCA to explore behavioural patterns longitudinally for more refined and personalised health strategies.Clinical trials registeredThis study is registered on ClinicalTrials.gov (NCT06654674).
引用
收藏
页数:14
相关论文
共 54 条
[1]   Consumption of ready-made meals and increased risk of obesity: findings from the Observation of Cardiovascular Risk Factors in Luxembourg (ORISCAV-LUX) study [J].
Alkerwi, Ala'a ;
Crichton, Georgina E. ;
Hebert, James R. .
BRITISH JOURNAL OF NUTRITION, 2015, 113 (02) :270-277
[2]   Clustering of diet, physical activity and sedentary behaviour and related physical and mental health outcomes: a systematic review [J].
Alosaimi, Noura ;
Sherar, Lauren B. ;
Griffiths, Paula ;
Pearson, Natalie .
BMC PUBLIC HEALTH, 2023, 23 (01)
[3]   Cohort Profile: Design and methods of the PREDIMED study [J].
Angel Martinez-Gonzalez, Miguel ;
Corella, Dolores ;
Salas-Salvado, Jordi ;
Ros, Emilio ;
Isabel Covas, Maria ;
Fiol, Miquel ;
Waernberg, Julia ;
Aros, Fernando ;
Ruiz-Gutierrez, Valentina ;
Maria Lamuela-Raventos, Rosa ;
Lapetra, Jose ;
Angel Munoz, Miguel ;
Alfredo Martinez, Jose ;
Saez, Guillermo ;
Serra-Majem, Lluis ;
Pinto, Xavier ;
Teresa Mitjavila, Maria ;
Antoni Tur, Josep ;
del Puy Portillo, Maria ;
Estruch, Ramon .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 2012, 41 (02) :377-385
[4]   Time to tackle the physical activity gender gap [J].
不详 .
LANCET PUBLIC HEALTH, 2019, 4 (08) :E360-E360
[5]  
[Anonymous], 2023, Global status report on road safety 2023
[6]   Sex differences in fruit and vegetable intake in older adults [J].
Baker, AH ;
Wardle, J .
APPETITE, 2003, 40 (03) :269-275
[7]  
Beardsworth A., 2002, British Food Journal, V104, P470, DOI 10.1108/00070700210418767
[8]   The intersection of physical activity type and gender in patterns of disordered eating [J].
Beaulieu, Danie A. ;
Best, Lisa A. .
SCIENTIFIC REPORTS, 2024, 14 (01)
[9]   Principal component analysis identifies differential gender-specific dietary patterns that may be linked to mental distress in human adults [J].
Begdache, Lina ;
Kianmehr, Hamed ;
Sabounchi, Nasim ;
Chaar, Maher ;
Marhaba, Jade .
NUTRITIONAL NEUROSCIENCE, 2020, 23 (04) :295-308
[10]   Snacking frequency in relation to energy intake and food choices in obese men and women compared to a reference population [J].
Bertéus-Forslund, H ;
Torgerson, JS ;
Sjöström, L ;
Lindroos, AK .
INTERNATIONAL JOURNAL OF OBESITY, 2005, 29 (06) :711-719