Mediating role of the weight-adjusted-waist index in the association between sedentary behavior and depression: A cross-sectional study

Xinxuan Lyu , Wei Jin , Zhaoshun Lyu , Peiyun Zhang , Zitong Xu , Fengling Liang , Wanghui Zhan , Haifeng Zhang , Lihong Li

Global Medical Genetics ›› 2026, Vol. 13 ›› Issue (01) : 100093

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Global Medical Genetics ›› 2026, Vol. 13 ›› Issue (01) :100093 DOI: 10.1016/j.gmg.2026.100093
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Mediating role of the weight-adjusted-waist index in the association between sedentary behavior and depression: A cross-sectional study
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Abstract

Background Sedentary behavior and obesity are established risk factors for depression. The weight-adjusted-waist index (WWI) is a more accurate obesity measure than body mass index (BMI) or waist circumference (WC). This study aims to investigate if WWI mediates the effect of sedentary behavior on depression.

Methods Data on daily sitting times, WWI and depression symptoms assessed by the Patient Health Questionnaire-9 (PHQ-9) scores were analyzed for this study. WWI was calculated as WC divided by the square root of body weight. Depression was defined as a PHQ-9 score ≥ 10. We used weighted logistic regression and restricted cubic splines (RCS) to examine the linear and nonlinear effects of daily sitting time and WWI on depression. Mediation analysis was performed to determine if WWI mediates the relationship between daily sitting time and depression. Gender-stratified analysis was also conducted.

Results The study included 26,508 participants. Adjusted analyses showed positive associations of both daily sitting time (OR = 1.035, 95 % CI 1.015-1.056) and WWI (OR = 1.345, 95 % CI 1.226-1.476) with depression. Sitting > 8 h/day conferred higher depression risk versus < 4 h/day (OR = 1.268, 95 % CI 1.086-1.481). Similarly, the highest WWI quartile (Q4) had significantly greater risk than the lowest (Q1) (OR = 1.791, 95 % CI 1.429-2.245). WWI significantly mediated the sitting-depression relationship (proportion mediated: 0.075, 95 % CI 0.062-0.212, P < 0.001).

Conclusion Sedentary behavior and WWI both elevate depression likelihood. Furthermore, WWI partially mediates the effect of sedentary behavior on depression, and this mediation effect is independent of gender.

Keywords

Depression / Sedentary behavior / Weight-adjusted-waist index / Mediation analysis

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Xinxuan Lyu, Wei Jin, Zhaoshun Lyu, Peiyun Zhang, Zitong Xu, Fengling Liang, Wanghui Zhan, Haifeng Zhang, Lihong Li. Mediating role of the weight-adjusted-waist index in the association between sedentary behavior and depression: A cross-sectional study. Global Medical Genetics, 2026, 13(01): 100093 DOI:10.1016/j.gmg.2026.100093

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CRediT authorship contribution statement

X.L. and W.J. conceptualized the project, developed the methodology, performed formal analysis, and wrote the original draft. Z.L. handled software development and data curation. P.Z. conducted formal analysis and created visualizations. Z.X. was responsible for validation. F.L. contributed to the investigation. W.Z. acquired funding. H.Z. provided supervision. L.L. managed writing, review and editing, project administration, and also acquired funding. All authors have read and approved the final version of the manuscript.

Consent for publication

Not applicable.

Ethics approval and consent to participate

The National Center for Health Statistics (NCHS) Research Ethics Review Board approved the NHANES survey protocol. All participants signed a written informed consent form. In addition, all information in the NHANES database is available to the public, and thus our research ethics review was exempt.

Funding

This work was supported by the Zhejiang Key Research Projects of Traditional Chinese Medicine (No. GZY-ZJ-KJ-23017) and “Pioneer” and “Leading Goose” R&D Programs of Zhejiang (No. 2024C03208).

Data availability

The datasets generated during the current study are available in database (https://www.cdc.gov/nchs/nhanes/).

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Acknowledgements

Not applicable.

References

[1]

R. Cui, Editorial: a systematic review of depression, Curr. Neuropharmacol. 13 (2015) 480, https://doi.org/10.2174/1570159x1304150831123535

[2]

R.C. Kessler, E.J. Bromet, The epidemiology of depression across cultures, Annu. Rev. Public Health 34 (2013) 119-138, https://doi.org/10.1146/annurev-publhealth-031912-114409

[3]

A. Thapar, O. Eyre, V. Patel, D. Brent, Depression in young people, Lancet 400 (2022) 617-631, https://doi.org/10.1016/S0140-6736(22)01012-1

[4]

G.S. Malhi, J.J. Mann, Depression, Lancet 392 (2018) 2299-2312, https://doi.org/10.1016/s0140-6736(18)31948-2

[5]

M.S. Tremblay, S. Aubert, J.D. Barnes, T.J. Saunders, V. Carson, A.E. Latimer- Cheung, S.F.M. Chastin, T.M. Altenburg, M.J.M. Chinapaw, Sedentary behavior research network (SBRN) - terminology consensus project process and outcome, Int. J. Behav. Nutr. Phys. Act. 14 (2017) 75, https://doi.org/10.1186/s12966-017-0525-8

[6]

Y. Huang, L. Li, Y. Gan, C. Wang, H. Jiang, S. Cao, Z. Lu, Sedentary behaviors and risk of depression: a meta-analysis of prospective studies, Transl. Psychiatry 10 (2020) 26, https://doi.org/10.1038/s41398-020-0715-z

[7]

L. Zhai, Y. Zhang, D. Zhang, Sedentary behaviour and the risk of depression: a meta-analysis, Br. J. Sports Med. 49 (2015) 705-709, https://doi.org/10.1136/bjsports-2014-093613

[8]

F. Curran, M.E. Davis, K. Murphy, N. Tersigni, A. King, N. Ngo, G. O’Donoghue, Correlates of physical activity and sedentary behavior in adults living with overweight and obesity: A systematic review, Obes. Rev. Off. J. Int. Assoc. Study Obes. 24 (2023) e13615, https://doi.org/10.1111/obr.13615

[9]

Y. Park, N.H. Kim, T.Y. Kwon, S.G. Kim, A novel adiposity index as an integrated predictor of cardiometabolic disease morbidity and mortality, Sci. Rep. 8 (2018) 16753, https://doi.org/10.1038/s41598-018-35073-4

[10]

S. Cao, X. Hu, Y. Shao, Y. Wang, Y. Tang, S. Ren, X. Li,Relationship between weight-adjusted-waist index and erectile dysfunction in the United State: results from NHANES2001-2004, Front. Endocrinol. 14 (2023) 1128076, https://doi.org/10.3389/fendo.2023.1128076

[11]

M. Li, X. Yu, W. Zhang, J. Yin, L. Zhang, G. Luo, Y. Liu, J. Yang, The association between weight-adjusted-waist index and depression: Results from NHANES 2005-2018, J. Affect Disord. 347 (2024) 299-305, https://doi.org/10.1016/j.jad.2023.11.073

[12]

W.W. Rao, Q.Q. Zong, J.W. Zhang, F.R. An, T. Jackson, G.S. Ungvari, Y. Xiang, Y.Y. Su, C. D’Arcy, Y.T. Xiang, Obesity increases the risk of depression in children and adolescents: Results from a systematic review and meta-analysis, J. Affect Disord. 267 (2020) 78-85, https://doi.org/10.1016/j.jad.2020.01.154

[13]

J. Liang, S. Huang, N. Jiang, A. Kakaer, Y. Chen, M. Liu, Y. Pu, S. Huang, X. Pu, Y. Zhao, Y. Chen,Association Between Joint Physical Activity and Dietary Quality and Lower Risk of Depression Symptoms in US Adults: Cross-sectional NHANES Study, JMIR Public Health Surveill. 9 (2023) e45776, https://doi.org/10.2196/45776

[14]

Y. Li, X. Di, M. Liu, J. Wei, T. Li, B. Liao,Association between daily sitting time and kidney stones based on the National Health and Nutrition Examination Survey (NHANES)2007-2016: A cross-sectional study, Int. J. Surg. (2024), https://doi.org/10.1097/js9.0000000000001560

[15]

J. Zhao, F. Li, Q. Wu, Y. Cheng, G. Liang, X. Wang, S. Fang, Q. Wang, X. Fan, J. Fang, Association between trichlorophenols and neurodegenerative diseases: A cross- sectional study from NHANES 2003-2010, Chemosphere 307 (2022) 135743, https://doi.org/10.1016/j.chemosphere.2022.135743

[16]

E. Hoare, K. Milton, C. Foster, S. Allender, The associations between sedentary behaviour and mental health among adolescents: a systematic review, Int. J. Behav. Nutr. Phys. Act. 13 (2016) 108, https://doi.org/10.1186/s12966-016-0432-4

[17]

X. Wang, Y. Li, H. Fan, The associations between screen time-based sedentary behavior and depression: a systematic review and meta-analysis, BMC Public Health 19 (2019) 1524, https://doi.org/10.1186/s12889-019-7904-9

[18]

Q. Zhou, C. Guo, X. Yang, N. He, Dose-response association of total sedentary behaviour and television watching with risk of depression in adults: A systematic review and meta-analysis, J. Affect Disord. 324 (2023) 652-659, https://doi.org/10.1016/j.jad.2022.12.098

[19]

X. Zhang, S. Ha, H.C. Lau, J. Yu, Excess body weight: Novel insights into its roles in obesity comorbidities, Semin. Cancer Biol. 92 (2023) 16-27, https://doi.org/10.1016/j.semcancer.2023.03.008

[20]

S.F. Liao, C.Y. Su, M.H. Su, C.Y. Chen, C.Y. Chen, Y.F. Lin, Y.J. Pan, P.C. Hsiao, P.C. Chen, Y.T. Huang, C.S. Wu, S.H. Wang, Associations of polygenic risks, depression, and obesity-related traits in Taiwan Biobank, J. Affect Disord. 320 (2023) 397-403, https://doi.org/10.1016/j.jad.2022.09.149

[21]

Z. Qin, D. Du, Y. Li, K. Chang, Q. Yang, Z. Zhang, R. Liao, B. Su, The association between weight-adjusted-waist index and abdominal aortic calcification in adults aged ≥ 40 years: results from NHANES 2013-2014, Sci. Rep. 12 (2022) 20354, https://doi.org/10.1038/s41598-022-24756-8

[22]

A. Kandola, G. Lewis, D.P.J. Osborn, B. Stubbs, J.F. Hayes, Depressive symptoms and objectively measured physical activity and sedentary behaviour throughout adolescence: a prospective cohort study, Lancet Psychiatry 7 (2020) 262-271, https://doi.org/10.1016/s2215-0366(20)30034-1

[23]

J. Kim, H. Kim, S.I. Jang, E.C. Park, Association between sedentary behavior and depression among South Korean adolescents, BMC Psychiatry 22 (2022) 622, https://doi.org/10.1186/s12888-022-04262-x

[24]

V. Gianfredi, N.C. Schaper, A. Odone, C. Signorelli, A. Amerio, S. Eussen, S. Köhler, H. Savelberg, C.D.A. Stehouwer, P.C. Dagnelie, R.M.A. Henry, C.J.H. van der Kallen, M.M.J. van Greevenbroek, M.T. Schram, A. Koster,Daily patterns of physical activity, sedentary behavior, and prevalent and incident depression-The Maastricht Study, Scand. J. Med. Sci. Sports 32 (2022) 1768-1780, https://doi.org/10.1111/sms.14235

[25]

S.Y. Kim, J.H. Park, M.Y. Lee, K.S. Oh, D.W. Shin, Y.C. Shin, Physical activity and the prevention of depression: A cohort study, Gen. Hosp. Psychiatry 60 (2019) 90-97, https://doi.org/10.1016/j.genhosppsych.2019.07.010

[26]

T.W. Lin, Y.M. Kuo, Exercise benefits brain function: the monoamine connection, Brain Sci. 3 (2013) 39-53, https://doi.org/10.3390/brainsci3010039

[27]

A.O. Werneck, E. Hoare, B. Stubbs, E.M.F. van Sluijs, K. Corder, Association of mentally-active and mentally-passive sedentary behaviour with depressive symptoms among adolescents, J. Affect Disord. 294 (2021) 143-150, https://doi.org/10.1016/j.jad.2021.07.004

[28]

R.H. Salk, J.S. Hyde, L.Y. Abramson, Gender differences in depression in re-presentative national samples: Meta-analyses of diagnoses and symptoms, Psychol. Bull. 143 (2017) 783-822, https://doi.org/10.1037/bul0000102

[29]

M.W.L. Morssinkhof, D.W. van Wylick, S. Priester-Vink, Y.D. van der Werf, M. den Heijer, O.A. van den Heuvel, B.F.P. Broekman, Associations between sex hor-mones, sleep problems and depression: A systematic review, Neurosci. Biobehav. Rev. 118 (2020) 669-680, https://doi.org/10.1016/j.neubiorev.2020.08.006

[30]

S. Nolen-Hoeksema, Sex differences in unipolar depression: evidence and theory, Psychol. Bull. 101 (1987) 259-282.

[31]

H. Luo, J. Li, Q. Zhang, P. Cao, X. Ren, A. Fang, H. Liao, L. Liu, Obesity and the onset of depressive symptoms among middle-aged and older adults in China: evidence from the CHARLS, BMC Public Health 18 (2018) 909, https://doi.org/10.1186/s12889-018-5834-6

[32]

R. He, R. Zheng, J. Zheng, M. Li, T. Wang, Z. Zhao, S. Wang, H. Lin, J. Lu, Y. Chen, Y. Xu, W. Wang, M. Xu, Y. Bi, G. Ning, Causal Association Between Obesity, Circulating Glutamine Levels, and Depression: A Mendelian Randomization Study, J. Clin. Endocrinol. Metab. 108 (2023) 1432-1441, https://doi.org/10.1210/clinem/dgac707

[33]

L. Abou Abbas, P. Salameh, W. Nasser, Z. Nasser, I. Godin, Obesity and symptoms of depression among adults in selected countries of the Middle East: a sys-tematic review and meta-analysis, Clin. Obes. 5 (2015) 2-11, https://doi.org/10.1111/cob.12082

[34]

S.J. Jung, H.T. Woo, S. Cho, K. Park, S. Jeong, Y.J. Lee, D. Kang, A. Shin, Association between body size, weight change and depression: systematic review and meta- analysis, British journal psychiatry journal mental science 211 (2017) 14-21, https://doi.org/10.1192/bjp.bp.116.186726

[35]

M. Mannan, A. Mamun, S. Doi, A. Clavarino, Prospective Associations between Depression and Obesity for Adolescent Males and Females- A Systematic Review and Meta-Analysis of Longitudinal Studies, PLoS One 11 (2016) e0157240, https://doi.org/10.1371/journal.pone.0157240

[36]

Y. Milaneschi, W.K. Simmons, E.F.C. van Rossum, B.W. Penninx, Depression and obesity: evidence of shared biological mechanisms, Mol. Psychiatry 24 (2019) 18-33, https://doi.org/10.1038/s41380-018-0017-5

[37]

H. Liu, J. Zhi, C. Zhang, S. Huang, Y. Ma, D. Luo, L. Shi, Association between Weight-Adjusted Waist Index and depressive symptoms: A nationally re-presentative cross-sectional study from NHANES 2005-2018, J. Affect Disord. 350 (2024) 49-57, https://doi.org/10.1016/j.jad.2024.01.104

[38]

J. Henson, T. Yates, C.L. Edwardson, K. Khunti, D. Talbot, L.J. Gray, T.M. Leigh, P. Carter, M.J. Davies, Sedentary time and markers of chronic low-grade in-flammation in a high risk population, PLoS One 8 (2013) e78350, https://doi.org/10.1371/journal.pone.0078350

[39]

M. Blüher, Obesity: global epidemiology and pathogenesis, Nat. Rev. Endocrinol. 15 (2019) 288-298, https://doi.org/10.1038/s41574-019-0176-8

[40]

S.J.H. Biddle, E. García Bengoechea, Z. Pedisic, J. Bennie, I. Vergeer, G. Wiesner, Screen Time, Other Sedentary Behaviours, and Obesity Risk in Adults: A Review of Reviews, Curr. Obes. Rep. 6 (2017) 134-147, https://doi.org/10.1007/s13679-017-0256-9

[41]

R.C. Shelton, A.H. Miller, Eating ourselves to death (and despair): the contribu-tion of adiposity and inflammation to depression, Prog. Neurobiol. 91 (2010) 275-299, https://doi.org/10.1016/j.pneurobio.2010.04.004

[42]

F.S. Luppino, L.M. de Wit, P.F. Bouvy, T. Stijnen, P. Cuijpers, B.W. Penninx, F.G. Zitman, Overweight, obesity, and depression: a systematic review and meta- analysis of longitudinal studies, Arch. Gen. Psychiatry 67 (2010) 220-229, https://doi.org/10.1001/archgenpsychiatry.2010.2

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