Journal of Shandong University (Health Sciences) ›› 2026, Vol. 64 ›› Issue (8): 114-124.doi: 10.6040/j.issn.1671-7554.0.2026.0069

• Clinical Medicine • Previous Articles    

Network structure and characteristics of social anxiety-related psychological factors in adolescents with idiopathic scoliosis

LIU Zhe1,2, WANG Yuze2, WANG Xia2, CHEN Si1, DI Derun2, WANG Lianlei2, WANG Kefang1, YUAN Suomao2   

  1. 1. School of Nursing and Rehabilitation, Shandong University, Jinan 250012, Shandong, China;
    2. Department of Orthopedics, Qilu Hospital of Shandong University, Jinan 250012, Shandong, China
  • Published:2026-08-14

Abstract: Objective To investigate the relationships among body image disturbance, fear of negative evaluation(FNE), social anxiety, and parent-adolescent attachment in patients with adolescent idiopathic scoliosis(AIS), and to compare the differences in psychological network structures and key node characteristics between patients with different scoliosis severity, so as to clarify the systematic association patterns of social anxiety-related psychological factors and identify potential intervention targets in AIS patients. Methods A convenience sample of 435 AIS patients was recruited from the outpatient spine surgery clinic of a tertiary hospital in Shandong Province between January and October 2025. Network analysis was performed to estimate expected influence(EI)and bridge expected influence(BEI). Network stability was evaluated using bootstrap procedures, and the network comparison test(NCT)was used to examine differences in network structure between scoliosis severity groups. Results Overall network analysis showed that symptom-related FNE had the highest expected influence(EI=1.155), making it the most influential node within the psychological net work, while cognitive FNE had the highest bridge expected influence(BEI=0.744), serving as a key bridge node linking body image disturbance and social anxiety symptoms. Significant differences in body image disturbance scores were observed between groups A and B, with group B scoring higher than group A(t=-3.557, P<0.001). The network comparison test showed no significant difference in global network strength between the two groups(P>0.05), but a significant difference in network structure was detected(P<0.05). Edge-weight comparisons indicated that the edge between cognitive FNE and body image disturbance was stronger in group B(0.206)than in group A(0.081), whereas the edge between symptom-related FNE and body image disturbance was stronger in group A(0.188)than in group B(0.043). Conclusion Symptoms-related FNE was identified as the core node in the psychological network of AIS patients, while cognitive FNE served as a key bridge node linking body image disturbance and social anxiety. Moreover, the bridging role of cognitive FNE was more prominent in patients with moderate-to-severe scoliosis, suggesting that this subgroup should be a priority in clinical psychological care, and that cognitive FNE and body image disturbance should be considered as important intervention targets in AIS patients.

Key words: Network analysis, Body image disturbance, Fear of negative evaluation, Social anxiety, Adolescent idiopathic scoliosis

CLC Number: 

  • R683.2
[1] Konieczny M R, Senyurt H, Krauspe R. Epidemiology of adolescent idiopathic scoliosis[J]. J Childrens Orthop, 2013, 7(1): 3-9.
[2] Kontodimopoulos N, Damianou K, Stamatopoulou E, et al. Childrens and parents perspectives of health-related quality of life in newly diagnosed adolescent idiopathic scoliosis[J]. J Orthop, 2018, 15(2): 319-323.
[3] Fure M, Risum K, Fauske L, et al. "I am trapped in my body": a qualitative exploration of bodily experiences during brace treatment among adolescents with idiopathic scoliosis[J]. Int J Qual Stud Heal Well Being, 2025, 20(1): 2569615. DOI:10.1080/17482631.2025.2569615
[4] Gallant J N, Morgan C D, Stoklosa J B, et al. Psychosocial difficulties in adolescent idiopathic scoliosis: body image, eating behaviors, and mood disorders[J]. World Neurosurg, 2018, 116: 421-432. DOI:10.1016/j.wneu.2018.05.104
[5] Danielsson A J, Wiklund I, Pehrsson K, et al. Health-related quality of life in patients with adolescent idiopathic scoliosis: a matched follow-up at least 20 years after treatment with brace or surgery[J]. Eur Spine J, 2001, 10(4): 278-88.
[6] Chen J W, Koester S W, Liles C, et al. Evaluating the prevalence of psychiatric comorbidities associated with pediatric scoliosis utilizing research match[J]. Spine Deform, 2024, 12(6): 1583-1593.
[7] Wilson P L, Newton P O, Wenger D R, et al. A multicenter study analyzing the relationship of a standardized radiographic scoring system of adolescent idiopathic scoliosis and the Scoliosis Research Society outcomes instrument[J]. Spine Phila Pa 1976, 2002, 27(18): 2036-2040.
[8] Belli G, Toselli S, Maietta Latessa P, et al. Evaluation of self-perceived body image in adolescents with mild idiopathic scoliosis[J]. Eur J Investig Heal Psychol Educ, 2022, 12(3): 319-333.
[9] Mitsiaki I, Thirios A, Panagouli E, et al. Adolescent idiopathic scoliosis and mental health disorders: a narrative review of the literature[J]. Children Basel Switz, 2022, 9(5): 597. DOI:10.3390/children9050597
[10] Bertuccelli M, Cantele F, Masiero S. Body image and body schema in adolescents with idiopathic scoliosis: a scoping review[J]. Adolesc Res Rev, 2022, 20: 1-19. DOI: 10.1007/s40894-022-00187-4
[11] Rivett L, Rothberg A, Stewart A, et al. The relationship between quality of life and compliance to a brace protocol in adolescents with idiopathic scoliosis: a comparative study[J]. BMC Musculoskelet Disord, 2009, 10(1): 5. DOI:10.1186/1471-2474-10-5
[12] Wang H, Tetteroo D, Chris Arts J J, et al. Quality of life of adolescent idiopathic scoliosis patients under brace treatment: a brief communication of literature review[J]. Qual Life Res, 2021, 30(3): 703-711.
[13] Sharumathi T, Jerine R. Analysing the fear of negative evaluation about appearance among adolescents[J]. J Psychosocial Res, 2025, 20(1): 475-482.
[14] Nunes C, Ayala-Nunes L, Pechorro P, et al. Short form of the Social anxiety scale for adolescents among community and institutionalized Portuguese youths[J]. Int J Clin Heal Psychol, 2018, 18(3): 273-282.
[15] Schreiber F, Höfling V, Stangier U, et al. A cognitive model of social phobia: applicability in a large adolescent sample[J]. Int J Cogn Ther, 2012, 5(3): 341-358.
[16] Peker M, Akku?瘙塂 K. Fear of positive evaluation differentially predicts social anxiety: a six-month longitudinal panel study[J]. Curr Psychol, 2024, 43(4): 3621-3631.
[17] Lee A, Chan W, Ng J C K. The role of fear of negative evaluation on the effects of self-control on affective states and life satisfaction: a moderated mediation analysis[J]. Curr Psychol, 2023, 42(35): 31280-31293.
[18] Feragen K B, Stock N M. Psychological adjustment to craniofacial conditions(excluding oral clefts): a review of the literature[J]. Psychol Health, 2017, 32(3): 253-288.
[19] Gómez-Ortiz O, Romera E M, Jiménez-Castillejo R, et al. Parenting practices and adolescent social anxiety: a direct or indirect relationship?[J]. Int J Clin Health Psychol, 2019, 19(2): 124-133.
[20] Gao W, Li Y P, Yuan J J, et al. The shared and distinct mechanisms underlying fear of evaluation in social anxiety: the roles of negative and positive evaluation[J]. Depress Anxiety, 2025, 2025(1): 9559056. DOI:10.1155/da/9559056
[21] Delgado E, Serna C, Martínez I, et al. Parental attachment and peer relationships in adolescence: a systematic review[J]. Int J Environ Res Public Health, 2022, 19(3): 1064. DOI:10.3390/ijerph19031064
[22] Vannucci A, Ohannessian C M. Body image dissatisfaction and anxiety trajectories during adolescence[J]. J Clin Child Adolesc Psychol, 2018, 47(5): 785-795.
[23] Zelihi c D, van Dalen M, Kling J, et al. Reducing social anxiety in adolescents distressed by a visible difference: results from a randomised control trial of a web-based intervention[J]. Body Image, 2022, 40: 295-309. DOI:10.1016/j.bodyim.2022.01.008
[24] Finn D, Cardini F, Aspell J E, et al. The impact of body image on social cognition: fear of negative evaluation mediates the relationship between body surveillance and interpersonal distance in women[J]. Body Image, 2024, 51: 101777. DOI:10.1016/j.bodyim.2024.101777
[25] Lin T, Meng Y C, Ji Z, et al. Extent of depression in juvenile and adolescent patients with idiopathic scoliosis during treatment with braces[J]. World Neurosurg, 2019, 126: e27-e32. DOI:10.1016/j.wneu.2019.01.095
[26] Feddema T J, Miller F Z A, Erickson M A, et al. Patient-reported mental health and quality of life in pediatric adolescent idiopathic scoliosis patients[J]. JAAOS Glob Res Rev, 2025, 9(2): e24. DOI:10.5435/jaaosglobal-d-24-00253
[27] Epskamp S, Borsboom D, Fried E I. Estimating psychological networks and their accuracy: a tutorial paper[J]. Behav Res Methods, 2018, 50(1): 195-212.
[28] Borsboom D. A network theory of mental disorders[J]. World Psychiatry, 2017, 16(1): 5-13.
[29] 李华玉. 神经胶质瘤患者心理神经症状与炎症细胞因子的关联及其纵向变化研究: 基于网络分析模型[D]. 济南: 山东大学, 2023.
[30] Sidhu K, Filezio M R, Singh V, et al. Radiographic reporting in adolescent idiopathic scoliosis: is there a discrepancy comparing radiologists 'reports and surgeons' assessments?[J]. Paediatr Child Heal, 2025, 30(5): 390-394.
[31] la Greca A M, Lopez N. Social anxiety among adolescents: linkages with peer relations and friendships[J]. J Abnorm Child Psychol, 1998, 26(2): 83-94.
[32] 朱海东. 青少年依恋与社交焦虑的关系研究[D]. 重庆: 西南大学, 2008: 8-22.
[33] Leary M R. A brief version of the fear of negative evaluation scale[J]. Pers Soc Psychol Bull, 1983, 9(3): 371-375. DOI:10.1177/0146167283093007
[34] Armsden G C, Greenberg M T. The inventory of parent and peer attachment: individual differences and their relationship to psychological well-being in adolescence[J]. J Youth Adolesc, 1987, 16(5): 427-454.
[35] Cash T F, Phillips K A, Santos M T, et al. Measuring "negative body image": validation of the Body image disturbance questionnaire in a nonclinical population[J]. Body Image, 2004, 1(4): 363-372.
[36] Auerbach J D, Lonner B S, Crerand C E, et al. Body image in patients with adolescent idiopathic scoliosis: validation of the Body image disturbance questionnaire: scoliosis version[J]. J Bone Joint Surg Am, 2014, 96(8): e61. DOI:10.2106/JBJS.L.00867
[37] Hallquist M N, Wright A G C, Molenaar P C M. Problems with centrality measures in psychopathology symptom networks: why network psychometrics cannot escape psychometric theory[J]. Multivariate Behav Res, 2021, 56(2): 199-223.
[38] McNally R J. Can network analysis transform psychopathology?[J]. Behav Res Ther, 2016, 86: 95-104. DOI:10.1016/j.brat.2016.06.006
[39] Robinaugh D J, Millner A J, McNally R J. Identifying highly influential nodes in the complicated grief network[J]. J Abnorm Psychol, 2016, 125(6): 747-757.
[40] Fortin M J, Gurevitch J. Mantel tests: spatial structure in field experiments[M] //Design and Analysis of Ecological Experiments. Oxford: Oxford University Press, 2001: 308-326.
[41] Schreiber S, Parent E C, Moez E K, et al. The effect of Schroth exercises added to the standard of care on the quality of life and muscle endurance in adolescents with idiopathic scoliosis-an assessor and statistician blinded randomized controlled trial: "SOSORT 2015 Award Winner"[J]. Scoliosis, 2015, 10: 24. DOI:10.1186/s13013-015-0048-5
[42] 陈韦莹, 李惠萍, 宋瑰琦, 等. 负面评价恐惧和自尊在青少年脊柱侧弯患者身体意象与社交外表焦虑间的链式中介作用[J]. 中华全科医学, 2024, 22(5): 878-881. Chen Weiying, Li Huiping, Song Guiqi, et al. Chain mediating effect of negative evaluation fear and self-esteem between body image and social appearance anxiety in adolescent idiopathic scoliosis[J]. Chinese Journal of General Practice, 2024, 22(5): 878-881.
[43] 刘莹, 赵斯君. 叙事疗法对青少年先天性小耳畸形患者心理弹性的影响[J]. 中国听力语言康复科学杂志, 2020, 18(2): 135-138, 150. Liu Ying, Zhao Sijun. The effect of narrative therapy on the improvement of mental flexibility of adolescent patients with congenital microtia[J]. Chinese Scientific Journal of Hearing and Speech Rehabilitation, 2020, 18(2): 135-138, 150.
[44] Zhang Y F, Chai T T, Dai M Z, et al. Parent-adolescent discrepancies in reports of health-related quality of life in adolescents with idiopathic scoliosis[J]. Eur J Pediatr, 2025, 184(12): 787. DOI:10.1007/s00431-025-06643-2
[45] Miers A C, Weeda W D, Blöte A W, et al. A cross-sectional and longitudinal network analysis approach to understanding connections among social anxiety components in youth[J]. J Abnorm Psychol, 2020, 129(1): 82-91.
[46] Vogel F, Reichert J, Hartmann D, et al. Cognitive variables in social anxiety disorder in children and adolescents: a network analysis[J]. Child Psychiatry Hum Dev, 2023, 54(3): 625-638.
[47] Li S, Feng N N, Cui L J. Network analysis of social anxiety and problematic mobile phone use in Chinese adolescents: a longitudinal study[J]. Addict Behav, 2024, 155: 108026. DOI:10.1016/j.addbeh.2024.108026
[48] Henricks L A, Lange W G, Luijten M, et al. The longitudinal link between popularity, likeability, fear of negative evaluation and social avoidance across adolescence[J]. J Res Adolesc, 2023, 33(3): 720-734.
[49] Heimberg R G, Brozovich F A, Rapee R M. A cognitive-behavioral model of social anxiety disorder[M] //Social Anxiety. Amsterdam: Elsevier, 2014: 705-728.
[50] Rapee R M, Heimberg R G. A cognitive-behavioral model of anxiety in social phobia[J]. Behav Res Ther, 1997, 35(8): 741-756.
[51] Reichenberger J, Smyth J M, Blechert J. Fear of evaluation unpacked: day-to-day correlates of fear of negative and positive evaluation[J]. Anxiety Stress Coping, 2018, 31(2): 159-174.
[52] Fredrick J W, Luebbe A M. Prospective associations between fears of negative evaluation, fears of positive evalu-ation, and social anxiety symptoms in adolescence[J]. Child Psychiatry Hum Dev, 2024, 55(1): 195-205.
[53] Chen J W, Short M, Kemps E. Interpretation bias in social anxiety: a systematic review and meta-analysis[J]. J Affect Disord, 2020, 276: 1119-1130. DOI:10.1016/j.jad.2020.07.121
[54] Wong J, Gordon E A, Heimberg R G. Cognitive-behavioral models of social anxiety disorder[M] //WEEKS J W. The Wiley Blackwell handbook of social anxiety disorder. Chichester, West Sussex: John Wiley & Sons, Ltd., 2014: 1-23.
[55] Zhang Y F, Chen J W, Gao W, et al. From fears of evaluation to social anxiety: the longitudinal relationships and neural basis in healthy young adults[J]. Int J Clin Heal Psychol, 2023, 23(2): 100345. DOI:10.1016/j.ijchp.2022.100345
[56] Wan Z D, Li S S, Fang S H. The effect of negative physical self on social anxiety in college students: the bidirectional chain mediation roles of fear of negative evaluation and regulatory emotional self-efficacy[J]. Psychol Res Behav Manag, 2024, 17: 2055-2066. DOI:10.2147/PRBM.S457405
[57] Pawijit Y, Likhitsuwan W, Ludington J, et al. Looks can be deceiving: body image dissatisfaction relates to social anxiety through fear of negative evaluation[J]. Int J Adolesc Med Health, 2017, 31(4): 20170031. DOI:10.1515/ijamh-2017-0031
[58] Willemse H, Geenen R, Egberts M R, et al. Perceived stigmatization and fear of negative evaluation: two distinct pathways to body image dissatisfaction and self-esteem in burn survivors[J]. Psychol Health, 2023, 38(4): 445-458.
[59] Dring J A E, Reeves E, Hotton M. Social anxiety in people with facial palsy: the role of fear of negative evaluation and appearance-fixing behaviour[J]. Br J Heal Psychol, 2025, 30(3): e70018. DOI:10.1111/bjhp.70018
[60] Kaczkurkin A N, Foa E B. Cognitive-behavioral therapy for anxiety disorders: an update on the empirical evidence[J]. Dialogues Clin Neurosci, 2015, 17(3): 337-346.
[61] 孙雨涵. 初中生消极身体意象、自尊与人际困扰的关系研究[D]. 北京: 中央民族大学, 2023: 84.
[62] Bruins T E, van Veen M M, Werker P M N, et al. Associations between clinician-graded facial function and patient-reported quality of life in adults with peripheral facial palsy: a systematic review and meta-analysis[J]. JAMA Otolaryngol Head Neck Surg, 2021, 147(8): 717-728.
[63] Zhao L, Wang S J, Li J Y, et al. Network analysis of the relationship between self-injury addiction, attachment, and anxiety in adolescents with non-suicidal self-injury[J]. BMC Psychiatry, 2025, 25(1): 704. DOI:10.1186/s12888-025-07129-z
[64] Jones J D, Fraley R C, Ehrlich K B, et al. Stability of attachment style in adolescence: an empirical test of alternative developmental processes[J]. Child Dev, 2018, 89(3): 871-880.
[65] Sieh D S, Dikkers A L, Visser-Meily J M, et al. Stress in adolescents with a chronically ill parent: inspiration from Rollands family systems-illness model[J]. J Dev Phys Disabil, 2012, 24(6): 591-606.
[1] FANG Tingting, HU Zhangjie, ZHUO Feng, XIE Xinran, YANG Ying, KONG Linghua. A latent profile analysis and network analysis of cyber-deviance among adolescents: a case study of Jiangxi Province [J]. Journal of Shandong University (Health Sciences), 2026, 64(3): 35-44.
[2] WANG Shijian, ZHENG Doudou, AN Xuju, YANG Ying. Network analysis of childhood trauma and attachment in relation to adolescent somatic symptom disorder [J]. Journal of Shandong University (Health Sciences), 2026, 64(3): 45-54.
[3] LI Xinyuan, ZHANG Xinzhi, DI Derun, YUAN Suomao, LIU Xinyu, WANG Lianlei. Comparative analysis of Cobb angle in weight-bearing 3D automatic imaging and X-ray plain film [J]. Journal of Shandong University (Health Sciences), 2026, 64(2): 89-95.
[4] LUO Qi, WANG Xia, JIANG Meng. Application of functional brain network analysis in aphasia: insights into neuropathological mechanisms, clinical diagnosis, and assessment of therapeutic outcome [J]. Journal of Shandong University (Health Sciences), 2025, 63(8): 111-126.
[5] XIE Xinran, ZHUO Feng, YANG Ying, KONG Linghua. A network analysis of adolescent depressive disorders and multiple psycho-behavioural problems [J]. Journal of Shandong University (Health Sciences), 2024, 62(12): 49-58.
[6] WANG Yutao, SUN Yan. Comprehensive analysis of single-cell transcriptomics and machine learning reveals potential biomarkers for abdominal aortic aneurysm [J]. Journal of Shandong University (Health Sciences), 2024, 62(11): 40-53.
[7] QIN Jinjin, CAO Chenyuan, XING Jiejie, AN Yan, HUANG Yuxiang. Predication and bioinformatics analysis of preeclampsia-related Siglec-6 core genes [J]. Journal of Shandong University (Health Sciences), 2024, 62(1): 31-37.
[8] XIU Dejian, GAO Zhengwen, SONG Tingting, CUI Nan, CUI Jing, SUN Jianping. Genes associated with cervical cancer by integrated bioinformatics analysis [J]. Journal of Shandong University (Health Sciences), 2022, 60(10): 99-109.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!