Abstract
Previous studies show that neuroticism has a significant impact on depression in college students. However, the mechanisms linking neuroticism and depression remain unclear. This study investigates whether neuroticism influences depression through the mediation of negative cognitive bias and anhedonia and whether there are gender differences in this mechanism. A total of 1085 Chinese college students were surveyed using the Self-rating Depression Scale, the neuroticism scale of the Eysenck Personality Questionnaire the Negative Cognitive Bias Questionnaire, and the Snaith-Hamilton Pleasure Scale. The data were analyzed using structural equation modeling and a multigroup comparison by gender. The results showed that neuroticism positively predicted the level of depression in college students. Negative cognitive bias and anhedonia played a chain-mediating role in the relationship between neuroticism and depression. Furthermore, there were gender differences in the mechanisms of neuroticism influenced depression. The direct effect of neuroticism on the level of depression was stronger in males, whereas negative cognitive bias mediated the relationship between neuroticism and depression only in females. These findings extend our insight into the mechanisms underlying the association between neuroticism and depression in college students and suggest focusing on gender-specific predictors of depression in college students to develop gender-specific interventions to reduce depression.
Similar content being viewed by others
Data availability
The datasets generated during the current study are not publicly available due the information may compromise the privacy of the participants but are available from the corresponding author on reasonable request.
References
Armstrong, T., & Olatunji, B. O. (2012). Eye tracking of attention in the affective disorders: A meta-analytic review and synthesis. Clinical Psychology Review, 32(8), 704–723. https://doi.org/10.1016/j.cpr.2012.09.004
Auerbach, R. P., Mortier, P., Bruffaerts, R., Alonso, J., Benjet, C., Cuijpers, P., . . . Kessler, R. C. (2018). WHO World Mental Health Surveys International College Student Project: Prevalence and distribution of mental disorders. Journal of Abnormal Psychology, 127(7), 623–638. https://doi.org/10.1037/abn0000362
Beck, A. T. (2008). The evolution of the cognitive model of depression and its neurobiological correlates. American Journal of Psychiatry, 165(8), 969–977. https://doi.org/10.1176/appi.ajp.2008.08050721
Beck, A. T., & Freeman, A. M. (1990). Cognitive therapy of personality disorders. Guilford Press.
Beck, A. T., & Weishaar, M. (2000). Cognitive therapy. In Current psychotherapies, 7th ed., instr. ed. (pp. 241–272). F.E. Peacock. https://doi.org/10.1177/009318530403200411
Beck, A. T., & Weishaar, M. (2005). Cognitive therapy. In Current psychotherapies, 7th ed., instr. ed. (pp. 238–268). Thomson Brooks/Cole Publishing Co. https://doi.org/10.1177/009318530403200411
Blatt, S. J., & Zuroff, D. C. (1992). Interpersonal relatedness and self-definition: Two prototypes for depression. Clinical Psychology Review, 12(5), 527–562. https://doi.org/10.1016/0272-7358(92)90070-O
Bone, J. K., Lewis, G., Roiser, J. P., Blakemore, S. J., & Lewis, G. (2021). Recall bias during adolescence: Gender differences and associations with depressive symptoms. Journal of Affective Disorders, 282, 299–307. https://doi.org/10.1016/j.jad.2020.12.133
Brown, T. A., & Rosellini, A. J. (2011). The direct and interactive effects of neuroticism and life stress on the severity and longitudinal course of depressive symptoms. Journal of Abnormal Psychology, 120(4), 844–856. https://doi.org/10.1037/a0023035
Bylsma, L. M., Morris, B. H., & Rottenberg, J. (2008). A meta-analysis of emotional reactivity in major depressive disorder. Clinical Psychology Review, 28(4), 676–691. https://doi.org/10.1016/j.cpr.2007.10.001
Byrne, B. M., & Stewart, S. M. (2006). TEACHER’S CORNER: The MACS approach to testing for multigroup invariance of a second-order structure: A walk through the process. Structural Equation Modeling: A Multidisciplinary Journal, 13(2), 287–321. https://doi.org/10.1207/s15328007sem1302_7
Byrne, B. M., Shavelson, R. J., & Muthén, B. (1989). Testing for the equivalence of factor covariance and mean structures: The issue of partial measurement invariance. Psychological Bulletin, 105, 456–466. https://doi.org/10.1037/0033-2909.105.3.456
Carr, E. R., & Szymanski, D. M. (2011). Sexual objectification and substance abuse in young adult women. The Counseling Psychologist, 39(1), 39–66. https://doi.org/10.1177/0011000010378449
Carr, E. R., Szymanski, D. M., Taha, F., West, L. M., & Kaslow, N. J. (2014). Understanding the link between multiple oppressions and depression among african american women: The Role of internalization. Psychology of Women Quarterly, 38(2), 233–245. https://doi.org/10.1177/0361684313499900
Chan, S. W., Goodwin, G. M., & Harmer, C. J. (2007). Highly neurotic never-depressed students have negative biases in information processing. Psychological Medicine, 37(9), 1281–1291. https://doi.org/10.1017/s0033291707000669
Chen, L. X., Qu, L., & Hong, R. Y. (2022). Pathways linking the big five to psychological distress: Exploring the mediating roles of stress mindset and coping flexibility. Journal of Clinical Medicine, 11(9), Article 2272. https://doi.org/10.3390/jcm11092272
Cheung, G. W., & Rensvold, R. B. (1999). Testing factorial invariance across groups: A Reconceptualization and proposed new method. Journal of Management, 25(1), 1–27. https://doi.org/10.1177/014920639902500101
Corruble, E. (2009). Personality and vulnerability to severe depression. Encephale, 35(Suppl 7), S282-285. https://doi.org/10.1016/s0013-7006(09)73487-6. (Personnalitéetvulnérabilitéauxdépressionssévères.).
de Moor, M. H., van den Berg, S. M., Verweij, K. J., Krueger, R. F., Luciano, M., Arias Vasquez, A., . . . Boomsma, D. I. (2015). Meta-analysis of genome-wide association studies for neuroticism, and the polygenic association with major depressive disorder. JAMA Psychiatry, 72(7), 642–650. https://doi.org/10.1001/jamapsychiatry.2015.0554
Duffy, M. E., Twenge, J. M., & Joiner, T. E. (2019). Trends in mood and anxiety symptoms and suicide-related outcomes among U.S. undergraduates, 2007–2018: Evidence from two national surveys. Journal of Adolescent Health, 65(5), 590–598. https://doi.org/10.1016/j.jadohealth.2019.04.033
Ertl, M. M., Sawyer, J. S., Martin, J. L., & Brenner, R. E. (2022). The role of objectification in College Women’s substance misuse and sexual risk. Journal of Prevention and Health Promotion, 3(1), 68–96. https://doi.org/10.1177/26320770211054359
Everaert, J., Koster, E. H., & Derakshan, N. (2012). The combined cognitive bias hypothesis in depression. Clinical Psychology Review, 32(5), 413–424. https://doi.org/10.1016/j.cpr.2012.04.003
Everaert, J., Bronstein, M. V., Castro, A. A., Cannon, T. D., & Joormann, J. (2020). When negative interpretations persist, positive emotions don’t! Inflexible negative interpretations encourage depression and social anxiety by dampening positive emotions. Behaviour Research and Therapy, 124, 103510. https://doi.org/10.1016/j.brat.2019.103510
Eysenck, H. J., & Eysenck, M. W. (1985). Personality and individual differences: A Natural science approach. New York: Plenum. https://doi.org/10.1007/978-1-4613-2413-3
Fanous, A., Gardner, C. O., Prescott, C. A., Cancro, R., & Kendler, K. S. (2002). Neuroticism, major depression and gender: A population-based twin study. Psychological Medicine, 32(4), 719–728. https://doi.org/10.1017/s003329170200541x
Fanous, A. H., Neale, M. C., Aggen, S. H., & Kendler, K. S. (2007). A longitudinal study of personality and major depression in a population-based sample of male twins. Psychological Medicine, 37(8), 1163–1172. https://doi.org/10.1017/s0033291707000244
Fournier, J., Jones, N., Chase, H., Cummings, L., Graur, S., & Phillips, M. (2017). Personality dysfunction in depression and individual differences in effortful emotion regulation. Biological Psychiatry, 81, S336–S337. https://doi.org/10.1016/j.biopsych.2017.02.897
Goldstein, B. L., & Klein, D. N. (2014). A review of selected candidate endophenotypes for depression. Clinical Psychology Review, 34(5), 417–427. https://doi.org/10.1016/j.cpr.2014.06.003
Gomez, R., Gomez, A., & Cooper, A. (2002). Neuroticism and extraversion as predictors of negative and positive emotional information processing: Comparing Eysenck’s, Gray’s, and Newman’s theories. European Journal of Personality, 16(5), 333–350. https://doi.org/10.1002/per.459
Gong, Y. X. (1983). Revision of the eysenck personality questionnaire manual. Hunan Medical College press.
Gooding, D. C., Tallent, K. A., & Matts, C. W. (2005). Clinical status of at-risk individuals 5 years later: Further validation of the psychometric high-risk strategy. Journal of Abnormal Psychology, 114(1), 170–175. https://doi.org/10.1037/0021-843x.114.1.170
Goodwin, R. D., & Gotlib, I. H. (2004). Gender differences in depression: The role of personality factors. Psychiatry Research, 126(2), 135–142. https://doi.org/10.1016/j.psychres.2003.12.024
Hackett, R. A., Steptoe, A., & Jackson, S. E. (2019). Sex discrimination and mental health in women: A prospective analysis. Health Psychology, 38(11), 1014–1024. https://doi.org/10.1037/hea0000796
Hayward, R. D., Taylor, W. D., Smoski, M. J., Steffens, D. C., & Payne, M. E. (2013). Association of five-factor model personality domains and facets with presence, onset, and treatment outcomes of major depression in older adults. The American Journal of Geriatric Psychiatry, 21(1), 88–96. https://doi.org/10.1016/j.jagp.2012.11.012
He, Y. N., Song, N., Xiao, J., Cui, L. X., & McWhinnie, C. M. (2018). Levels of neuroticism differentially predict individual scores in the depression and anxiety dimensions of the tripartite model: A multiwave longitudinal study. Stress and Health, 34(3), 435–439. https://doi.org/10.1002/smi.2803
Heller, D., Watson, D., & Hies, R. (2004). The role of person versus situation in life satisfaction: A critical examination. Psychological Bulletin, 130(4), 574–600. https://doi.org/10.1037/0033-2909.130.4.574
Hengartner, M. P., Ajdacic-Gross, V., Wyss, C., Angst, J., & Rossler, W. (2016). Relationship between personality and psychopathology in a longitudinal community study: A test of the predisposition model. Psychological Medicine, 46(8), 1693–1705. https://doi.org/10.1017/s0033291716000210
Hofmann, S. G., Sawyer, A. T., Fang, A., & Asnaani, A. (2012). Emotion dysregulation model of mood and anxiety disorders. Depression and Anxiety, 29(5), 409–416. https://doi.org/10.1002/da.21888
Hooper, D., Coughlan, J., & Mullen, M. (2008). Structural equation modelling: Guidelines for determining model fit. Electronic Journal of Business Research Methods, 6(1), 53-60. https://doi.org/10.21427/D7CF7R
Husky, M. M., Mazure, C. M., Maciejewski, P. K., & Swendsen, J. D. (2009). Past depression and gender interact to influence emotional reactivity to daily life stress. Cognitive Therapy and Research, 33(3), 264–271. https://doi.org/10.1007/s10608-008-9212-z
Iori, T., Igarashi, M., Moriyama, M., & Sugimoto, H. (2014). The effects of personality and time perspective on depression and self-esteem in a longitudinal sample of college students. Personality and Individual Differences, 60, S43. https://doi.org/10.1016/j.paid.2013.07.120
Jones, B. A., & Griffiths, K. M. (2015). Self-objectification and depression: An integrative systematic review. Journal of Affective Disorders, 171, 22–32. https://doi.org/10.1016/j.jad.2014.09.011
Jones, E. B., & Sharpe, L. (2017). Cognitive bias modification: A review of meta-analyses. Journal of Affective Disorders, 223, 175–183. https://doi.org/10.1016/j.jad.2017.07.034
Joormann, J., Gilbert, K., & Gotlib, I. H. (2010). Emotion identification in girls at high risk for depression. Journal of Child Psychology and Psychiatry, 51(5), 575–582. https://doi.org/10.1111/j.1469-7610.2009.02175.x
Kendler, K. S., Kuhn, J., & Prescott, C. A. (2004). The interrelationship of neuroticism, sex, and stressful life events in the prediction of episodes of major depression. American Journal of Psychiatry, 161(4), 631–636. https://doi.org/10.1176/appi.ajp.161.4.631
Klaiber, P., Wen, J. H., Ong, A. D., Almeida, D. M., & Sin, N. L. (2022). Personality differences in the occurrence and affective correlates of daily positive events. Journal of Personality, 90(3), 441–456. https://doi.org/10.1111/jopy.12676
Klein, D. N., Kotov, R., & Bufferd, S. J. (2011). Personality and depression: Explanatory models and review of the evidence. Annual Review of Clinical Psychology, 7, 269–295. https://doi.org/10.1146/annurev-clinpsy-032210-104540
Koster, E. H., De Lissnyder, E., Derakshan, N., & De Raedt, R. (2011). Understanding depressive rumination from a cognitive science perspective: The impaired disengagement hypothesis. Clinical Psychology Review, 31(1), 138–145. https://doi.org/10.1016/j.cpr.2010.08.005
Lazarov, A., Ben-Zion, Z., Shamai, D., Pine, D. S., & Bar-Haim, Y. (2018). Free viewing of sad and happy faces in depression: A potential target for attention bias modification. Journal of Affective Disorders, 238, 94–100. https://doi.org/10.1016/j.jad.2018.05.047
Legemaat, A. M., Semkovska, M., Brouwer, M., Geurtsen, G. J., Burger, H., Denys, D., & Bockting, C. L. (2021). Effectiveness of cognitive remediation in depression: a meta-analysis. Psychological Medicine, 1–16. https://doi.org/10.1017/s0033291721001100
Li, W., Zhao, Z., Chen, D., Peng, Y., & Lu, Z. (2022). Prevalence and associated factors of depression and anxiety symptoms among college students: A systematic review and meta-analysis. Journal of Child Psychology and Psychiatry. https://doi.org/10.1111/jcpp.13606
Liao, A., Walker, R., Carmody, T. J., Cooper, C., Shaw, M. A., Grannemann, B. D., . . . Trivedi, M. H. (2019). Anxiety and anhedonia in depression: Associations with neuroticism and cognitive control. Journal of Affective Disorders, 245, 1070–1078. https://doi.org/10.1016/j.jad.2018.11.072
Little, T. D., Cunningham, W. A., Shahar, G., & Widaman, K. F. (2002). To parcel or not to parcel: Exploring the question, weighing the merits. Structural Equation Modeling, 9(2), 151–173. https://doi.org/10.1207/S15328007SEM0902_1
Liu, W. H., Wang, L. Z., Zhu, Y. H., Li, M. H., & Chan, R. C. (2012). Clinical utility of the Snaith-Hamilton-Pleasure scale in the Chinese settings. BMC Psychiatry, 12, 184. https://doi.org/10.1186/1471-244X-12-184
Liu, X., Tang, M., Chen, K., Hu, L., & Wang, A. (1995). Comparison of SDS and CES-D on the evaluation results of college students' depressive symptoms. Chinese Mental Health Journal, 01, 19–20+37.
Liu, Y., Zhang, N., Bao, G., Huang, Y., Ji, B., Wu, Y., . . . Li, G. (2019). Predictors of depressive symptoms in college students: A systematic review and meta-analysis of cohort studies. J Affect Disord, 244, 196–208. https://doi.org/10.1016/j.jad.2018.10.084
Lv, L. (2008). The Second Norm Sample of Eysenck Personality Questionnaire: Reliability and Validity Central South University].
Mackinnon, D. P., Lockwood, C. M., & Williams, J. (2004). Confidence limits for the indirect effect: Distribution of the product and resampling methods. Multivariate Behav Res, 39(1), 99. https://doi.org/10.1207/s15327906mbr3901_4
Mason, O., Startup, M., Halpin, S., Schall, U., Conrad, A., & Carr, V. (2004). Risk factors for transition to first episode psychosis among individuals with “at-risk mental states.” Schizophrenia Research, 71(2–3), 227–237. https://doi.org/10.1016/j.schres.2004.04.006
Meade, A. W., & Kroustalis, C. M. (2016). Problems with item parceling for confirmatory factor analytic tests of measurement invariance. Organizational Research Methods, 9(3), 369–403. https://doi.org/10.1177/1094428105283384
Meehl, P. E. (1962). Schizotaxia, schizotypy, schizophrenia. American Psychologist, 17, 827–838. https://doi.org/10.1037/h0041029
Menne-Lothmann, C., Viechtbauer, W., Höhn, P., Kasanova, Z., Haller, S. P., Drukker, M., . . . Lau, J. Y. (2014). How to boost positive interpretations? A meta-analysis of the effectiveness of cognitive bias modification for interpretation. PLoS One, 9(6), e100925. https://doi.org/10.1371/journal.pone.0100925
Mulder, R. T. (2002). Personality pathology and treatment outcome in major depression: A review. American Journal of Psychiatry, 159(3), 359–371. https://doi.org/10.1176/appi.ajp.159.3.359
Nolen-Hoeksema, S., Larson, J., & Grayson, C. (1999). Explaining the gender difference in depressive symptoms. Journal of Personality and Social Psychology, 77(5), 1061–1072. https://doi.org/10.1037//0022-3514.77.5.1061
Orchard, F., Pass, L., & Reynolds, S. (2016). “It Was All My Fault”; Negative interpretation bias in depressed adolescents. Journal of Abnormal Child Psychology, 44(5), 991–998. https://doi.org/10.1007/s10802-015-0092-x
Ormel, J., Jeronimus, B. F., Kotov, R., Riese, H., Bos, E. H., Hankin, B., . . . Oldehinkel, A. J. (2013). Neuroticism and common mental disorders: meaning and utility of a complex relationship. Clinical Psychology Review, 33(5), 686–697. https://doi.org/10.1016/j.cpr.2013.04.003
Pang, Y., & Wu, S. (2021). Mediating effects of negative cognitive bias and negative affect on neuroticism and depression. Current Psychology. https://doi.org/10.1007/s12144-021-02052-4
Parker, G., & Brotchie, H. (2010). Gender differences in depression. International Review of Psychiatry, 22(5), 429–436. https://doi.org/10.3109/09540261.2010.492391
Pizzagalli, D. A. (2014). Depression, stress, and anhedonia: Toward a synthesis and integrated model. Annual Review of Clinical Psychology, 10, 393–423. https://doi.org/10.1146/annurev-clinpsy-050212-185606
Renner, F., Penninx, B. W., Peeters, F., Cuijpers, P., & Huibers, M. J. (2013). Two-year stability and change of neuroticism and extraversion in treated and untreated persons with depression: Findings from the Netherlands Study of Depression and Anxiety (NESDA). Journal of Affective Disorders, 150(2), 201–208. https://doi.org/10.1016/j.jad.2013.03.022
Rijsdijk, F. V., Riese, H., Tops, M., Snieder, H., Brouwer, W. H., Smid, H. G., & Ormel, J. (2009). Neuroticism, recall bias and attention bias for valenced probes: A twin study. Psychological Medicine, 39(1), 45–54. https://doi.org/10.1017/s0033291708003231
Satorra, A. (2000). Scaled and adjusted restricted tests in multi-sample analysis of moment structures. In R. D. H. Heijmans, D. S. G. Pollock, & A. Satorra (Eds.), Innovations in multivariate statistical analysis: A Festschrift for Heinz Neudecker (pp. 233–247). Springer US.
Schmidt, F. M., Sander, C., Minkwitz, J., Mergl, R., Dalton, B., Holdt, L. M., . . . Himmerich, H. (2018). Serum markers of inflammation mediate the positive association between neuroticism and depression. Front Psychiatry, 9, 609. https://doi.org/10.3389/fpsyt.2018.00609
Schmitt, N., & Kuljanin, G. (2008). Measurement invariance: Review of practice and implications. Human Resource Management Review, 18(4), 210–222. https://doi.org/10.1016/j.hrmr.2008.03.003
Schmitt, N., Golubovich, J., & Leong, F. T. (2011). Impact of measurement invariance on construct correlations, mean differences, and relations with external correlates: An illustrative example using Big Five and RIASEC measures. Assessment, 18(4), 412–427. https://doi.org/10.1177/1073191110373223
Shane, M. S., & Peterson, J. B. (2007). An evaluation of early and late stage attentional processing of positive and negative information in dysphoria. Cognition and Emotion, 21(4), 789–815. https://doi.org/10.1080/02699930600843197
Shi, D., Song, H., & Lewis, M. D. (2019). The impact of partial factorial invariance on cross-group comparisons. Assessment, 26(7), 1217–1233. https://doi.org/10.1177/1073191117711020
Snaith, R. P. (1993). Identifying depression: The significance of anhedonia. Hospital Practice (office Edition), 28(9a), 55–60. https://doi.org/10.1080/21548331.1993.11442922
Snaith, R. P., Hamilton, M., Morley, S., Humayan, A., Hargreaves, D., & Trigwell, P. (1995). A scale for the assessment of hedonic tone the Snaith-Hamilton Pleasure Scale. British Journal of Psychiatry, 167(1), 99–103. https://doi.org/10.1192/bjp.167.1.99
Song, Y., Liu, Z., Chen, H., Guo, Q., & Huang, Y. (2020). Incidence and risk factors of depressive symptoms in Chinese college students. Neuropsychiatric Disease and Treatment, 16, 2449–2457. https://doi.org/10.2147/NDT.S264775
Song, H. (2018). The study about the relationship between neurotic personality and cognitive processing Bias. China, Liaoning University of Master Dissertation.].
Steffens, D. C., Wu, R., Grady, J. J., & Manning, K. J. (2018). Presence of neuroticism and antidepressant remission rates in late-life depression: Results from the Neurobiology of Late-Life Depression (NBOLD) study. International Psychogeriatrics, 30(7), 1069–1074. https://doi.org/10.1017/s1041610217002551
Stevens, J. S., & Hamann, S. (2012). Sex differences in brain activation to emotional stimuli: A meta-analysis of neuroimaging studies. Neuropsychologia, 50(7), 1578–1593. https://doi.org/10.1016/j.neuropsychologia.2012.03.011
Struijs, S. Y., de Jong, P. J., Jeronimus, B. F., van der Does, W., Riese, H., & Spinhoven, P. (2021). Psychological risk factors and the course of depression and anxiety disorders: A review of 15 years NESDA research. Journal of Affective Disorders, 295, 1347–1359. https://doi.org/10.1016/j.jad.2021.08.086
Syrjänen, E., & Wiens, S. (2013). Gender moderates valence effects on the late positive potential to emotional distracters. Neuroscience Letters, 551, 89–93. https://doi.org/10.1016/j.neulet.2013.07.018
Tabor, E., Patalay, P., & Bann, D. (2021). Mental health in higher education students and non-students: Evidence from a nationally representative panel study. Social Psychiatry and Psychiatric Epidemiology, 56(5), 879–882. https://doi.org/10.1007/s00127-021-02032-w
Toenders, Y. J., Kottaram, A., Dinga, R., Davey, C. G., Banaschewski, T., Bokde, A. L. W., . . . Consortium, I. (2022). Predicting depression onset in young people based on clinical, cognitive, environmental, and neurobiological data. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging, 7(4), 376-384. https://doi.org/10.1016/j.bpsc.2021.03.005
Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions. Practices, and Recommendations for Organizational Research., 3(1), 4–70. https://doi.org/10.1177/109442810031002
Varma, D. (2017). Relationship of positive and negative affect with depression in clinical and normal group. Psychology and Behavioral Science International Journal, 2(1), 555579.
Vittengl, J. R. (2017). Who pays the price for high neuroticism? Moderators of longitudinal risks for depression and anxiety. Psychological Medicine, 47(10), 1794–1805. https://doi.org/10.1017/s0033291717000253
Wang, L., Shi, Z., & Li, H. (2009). Neuroticism, extraversion, emotion regulation, negative Affect and positive affect: The mediating roles of reappraisal and suppression. Social Behavior and Personality, 37, 193–194. https://doi.org/10.2224/sbp.2009.37.2.193
Wang, K., Lu, H., Cheung, E. F., Neumann, D. L., Shum, D. H., & Chan, R. C. (2016). “Female preponderance” of depression in non-clinical populations: A meta-analytic study. Frontiers in Psychology, 7, 1398. https://doi.org/10.3389/fpsyg.2016.01398
Wichers, M., Jacobs, N., Derom, C., Thiery, E., & van Os, J. (2007). Depression: Too much negative affect or too little positive affect? Twin Research and Human Genetics, 10(S1), 19–20. https://doi.org/10.1375/twin.10.supp.19
Widiger, T. A., & Anderson, K. G. (2003). Personality and depression in women. Journal of Affective Disorders, 74(1), 59–66. https://doi.org/10.1016/s0165-0327(02)00431-7
Winer, E. S., & Salem, T. (2016). Reward devaluation: Dot-probe meta-analytic evidence of avoidance of positive information in depressed persons. Psychological Bulletin, 142(1), 18–78. https://doi.org/10.1037/bul0000022
Wisco, B. E. (2009). Depressive cognition: Self-reference and depth of processing. Clinical Psychology Review, 29(4), 382–392. https://doi.org/10.1016/j.cpr.2009.03.003
Wu, X., Chen, J., Jia, T., Ma, W., Zhang, Y., Deng, Z., & Yang, L. (2016). Cognitive bias by gender interaction on N170 response to emotional facial expressions in major and minor depression. Brain Topography, 29(2), 232–242. https://doi.org/10.1007/s10548-015-0444-4
Yan, X., Zhang, R., & Feng, Z. (2017). Development of negative cognitive processing bias questionnaire. Military Medical University, 39(23), 2329–2334. https://doi.org/10.16016/j.1000-5404.201707160
Yu, T. X., & Hu, J. S. (2022). Extraversion and neuroticism on college freshmen's depressive symptoms during the COVID-19 pandemic: The mediating role of social support. Front Psychiatry, 13, Article 822699. https://doi.org/10.3389/fpsyt.2022.822699
Yu, Y., Yang, Q., Li, J., Xu, Y., Liu, B., Peng, L., . . . Li, M. (2016). Mediating and moderating effects of attentional control on the relationship between personality traits and attentional bias among Chinese medical students. Psychiatry Research, 246, 113–118. https://doi.org/10.1016/j.psychres.2016.09.026
Zald, D. H., & Treadway, M. T. (2017). Reward processing, neuroeconomics, and psychopathology. Annual Review of Clinical Psychology, 13, 471–495. https://doi.org/10.1146/annurev-clinpsy-032816-044957
Zung, W. W. (1965). A self-rating depression scale. Archives of General Psychiatry, 12, 63–70. https://doi.org/10.1001/archpsyc.1965.01720310065008
Funding
This research was supported by the National Natural Science Foundation of China (Grants 31571161, 31200782, 31971027), Key project of Beijing Education Science Planning, Reevaluation and cognitive training to treat College students with Internet addiction(BEAA21046), Open Research Fund of the CAS Key Laboratory of Behavioral Science, Institute of Psychology, and 2021 Tianjin Municipal Education Commission Scientific Research Plan Special Task Project (Mental Health Education) Key Project (grant number 2021ZDGX08).
Author information
Authors and Affiliations
Contributions
Xiaowen Hou, Xinyu Lai and Qi Li designed the study and wrote the manuscript. Xiaowen Hou, Yan Lin and Bibing Dai collected the research data. Xiaowen Hou and Xinyu Lai conducted the statistical analyses. Lei Cao, Baorong Zhong, Ya Zheng and Ping Wei conducted the literature searches and created the figures. All authors approved the final version of the manuscript.
Corresponding authors
Ethics declarations
Competing interests
The authors have no competing interests to declare that are relevant to the content of this article.
Ethics approval
Approval was obtained from the ethics committee of Tianjin Medical University. The procedures used in this study adhere to the tenets of the Declaration of Helsinki.
Consent to participate
Informed consent was obtained from all individual participants included in the study.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Hou, X., Lai, X., Lin, Y. et al. Influence of neuroticism on depression among college students by gender: the mediating roles of negative cognitive bias and anhedonia. Curr Psychol 43, 5901–5913 (2024). https://doi.org/10.1007/s12144-023-04793-w
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12144-023-04793-w