Abstract
The aim of this study was to investigate the incidence of symptoms in patients after anterior cervical spine surgery, to construct a symptom network, identify core symptoms and symptom clusters, and provide a theoretical basis for specified symptom management. A total of 375 patients who underwent anterior cervical spine surgery in a tertiary hospital in Zhejiang Province from January to August 2025 were selected using the convenience sampling method, a self-designed general information questionnaire and the MD Anderson Symptom Inventory–Head and Neck Cancer Module were used to evaluate the occurrence of patients’ symptoms. Exploratory factor analysis was conducted to extract the symptom clusters of patients after anterior cervical spine surgery. The symptom network was constructed in R language and the central indicators were analyzed. The four most common symptoms after anterior cervical spine surgery were difficulty swallowing/chewing (95.5%), sore mouth/throat (91.8%), dry mouth (91.5%), and constipation (89.1%). The four symptom clusters extracted were the pharyngolaryngeal and dysphagia symptom cluster, gastrointestinal symptom cluster, neurosensory symptom cluster, and somatic-cognitive symptom cluster, with a cumulative variance contribution rate of 66.38%. In the symptom cluster network, sore mouth/throat (rs = 2.08), difficulty swallowing/chewing (rs = 1.29), fatigue (rs = 1.19), and dry mouth (rs = 0.97) were the strongest symptoms among the four symptom groups. Sore mouth/throat, difficulty swallowing/chewing, fatigue, and dry mouth are the core symptoms of patients after anterior cervical spine surgery, and the pharyngolaryngeal and dysphagia symptom cluster is the core symptom cluster. It is recommended that medical staff formulate interventions according to the core symptoms and symptom clusters of patients. In addition, precise symptom management should be implemented.
Data availability
The data that support the findings of this study are available on request from the corresponding author. The data are not publicly available due to privacy or ethical restrictions.
References
Liu, Y. et al. Evaluating the effectiveness of the transcorporeal approach in minimally invasive spine surgery for cervical spinal disease: a comprehensive review and technical insights. BMC Surg. 24 (1), 311. https://doi.org/10.1186/s12893-024-02611-z (2024).
Le, H. V., Javidan, Y., Khan, S. N. & Klineberg, E. O. Dysphagia after anterior cervical spine surgery: Pathophysiology, Diagnosis, and management. J. Am. Acad. Orthop. Surg. 32 (14), 627–636. https://doi.org/10.5435/JAAOS-D-23-00778 (2024).
bu-Gameh, A. A. et al. Risk Factors, and outcomes of recurrent laryngeal nerve injury and dysphonia following anterior cervical spine surgery: A systematic review and Meta-Analysis. Cureus 17 (2), e78763. https://doi.org/10.7759/cureus.78763 (2025).
Kim, H. J., McGuire, D. B., Tulman, L. & Barsevick, A. M. Symptom clusters: concept analysis and clinical implications for cancer nursing. Cancer Nurs. 28(4), 270–282. https://doi.org/10.1097/00002820-200507000-00005 (2005).
Zhang, J. et al. Symptom clusters and network analysis in patients with gynecologic cancer undergoing chemotherapy: A cross-sectional study. Asia Pac. J. Oncol. Nurs. 11 (12), 100612. https://doi.org/10.1016/j.apjon.2024.100612 (2024).
Fried, E. I. et al. Commentary: consistent superiority of selective serotonin reuptake inhibitors over placebo in reducing depressed mood in patients with major depression. Front. Psychiatry. 6, 117. https://doi.org/10.3389/fpsyt.2015.00117 (2015).
Duan, D. F. et al. Exploring symptom clusters in Chinese patients with peritoneal dialysis: a network analysis. Ren. Fail. 46 (1), 2349121. https://doi.org/10.1080/0886022X.2024.2349121 (2024).
Yang, X. et al. Symptom clusters and symptom network analysis during immunotherapy in lung cancer patients. Support Care Cancer. 32 (11), 717. https://doi.org/10.1007/s00520-024-08918-0 (2024).
Zhang, Y. et al. Investigation of core symptoms and symptom clusters in maintenance Hemodialysis patients: A network analysis. J. Nurs. Scholarsh. 56 (5), 628–637. https://doi.org/10.1111/jnu.12982 (2024).
Yu, C. et al. Symptom network and subgroup analysis in patients with exacerbation of chronic obstructive pulmonary disease: A Cross-Sectional study. Int. J. Chron. Obstruct Pulmon Dis. 20, 181–192. https://doi.org/10.2147/COPD.S498792 (2025).
Tsui, H. K. H. et al. Comparison of negative symptom network structures between patients with early and chronic schizophrenia: A network and exploratory graph analysis. Schizophr Bull. 51 (3), 672–683. https://doi.org/10.1093/schbul/sbae135 (2025).
Bian, Z. et al. Exploring symptom clusters and core symptoms during the vulnerable phase in patients with chronic heart failure: a network-based analysis. Eur. J. Cardiovasc. Nurs. 24 (2), 279–287. https://doi.org/10.1093/eurjcn/zvae152 (2025).
Epskamp, S., Borsboom, D. & Fried, E. I. Estimating psychological networks and their accuracy: A tutorial paper. Behav. Res. Methods. 50 (1), 195–212. https://doi.org/10.3758/s13428-017-0862-1 (2018).
Rosenthal, D. I. et al. Measuring head and neck cancer symptom burden: the development and validation of the M. D. Anderson symptom inventory, head and neck module. Head Neck. 29 (10), 923–931. https://doi.org/10.1002/hed.20602 (2007).
Han, Y., Zhang, M. F. & Zhang, J. Patients with nasopharyngeal pain have symptoms during and after radiotherapy. Chin. J. Nurs. 45 (7), 626–628 (2010).
Christodoulou, A., Michaelides, M. & Karekla, M. Network analysis: a new psychometric approach to examine the underlying ACT model components. JContextual Behav. Sci. 12, 285–289 (2019).
Zhu, Z. et al. Contemporaneous symptom networks of multidimensional symptom experiences in cancer survivors: A network analysis. Cancer Med. 12 (1), 663–673. https://doi.org/10.1002/cam4.4904 (2023).
Janani, S. R. et al. Comparison between microcuff and wire-reinforced endotracheal tubes on postoperative complications in anterior cervical discectomy and fusion: A randomised study. Indian J. Anaesth. 69 (7), 675–680. https://doi.org/10.4103/ija.ija_1046_24 (2025).
Aljohani, H. et al. Early dysphagia following anterior cervical discectomy and fusion: a centre experience. BMC Res. Notes. 18 (1), 162. https://doi.org/10.1186/s13104-025-07215-1 (2025).
Ohana, N. et al. Reducing dysphagia following anterior cervical spine surgery: insights from a Meta-Analysis. Cureus 16 (11), e74127. https://doi.org/10.7759/cureus.74127 (2024).
Shen, L. et al. Impact of local steroid application on dysphagia after anterior cervical spine surgery: a meta-analysis. Arch. Orthop. Trauma. Surg. 143 (6), 3015–3024. https://doi.org/10.1007/s00402-022-04513-2 (2023).
Li, J. et al. Network analysis of symptom clusters and quality of life in nasopharyngeal carcinoma survivors [J]. Chin. Nurs. Manage. 25 (10), 1472–1476. https://doi.org/10.3969/j.issn.1672-1756.2025.10.007 (2025).
Yu, J., Ren, L., Min, S., Yang, Y. & Lv, F. Nebulized Pharmacological agents for preventing postoperative sore throat: A systematic review and network meta-analysis. PLoS One. 15 (8), e0237174. https://doi.org/10.1371/journal.pone.0237174 (2020).
Zheng Pingping. Efficacy of wrist and ankle acupuncture in the treatment of throat discomfort after anterior cervical spine surgery) observation[D] (Guangzhou University of Traditional Chinese Medicine, 2024).
Mendy, N. et al. Postoperative fatigue after day surgery: prevalence and risk factors. A prospective observational study. Minerva Anestesiol. 86 (12), 1269–1276. https://doi.org/10.23736/S0375-9393.20.14358-X (2020).
De Biase, G. et al. Impact of postoperative fatigue following minimally-invasive lumbar spine surgery. J. Clin. Neurosci. 112, 64–67. https://doi.org/10.1016/j.jocn.2023.04.013 (2023).
Müller, F. et al. Response shift after cognitive behavioral therapy targeting severe fatigue: explorative analysis of three randomized controlled trials. Int. J. Behav. Med. 30 (4), 473–485. https://doi.org/10.1007/s12529-022-10111-8 (2023).
Gu, Z., Li, B., OuYang, L. & Wu, H. A study on improving cancer-related fatigue and disease-related psychological variables in patients with cervical cancer based on online mindfulness-based stress reduction: a randomized controlled trial. BMC Womens Health. 24 (1), 525. https://doi.org/10.1186/s12905-024-03368-G6 (2024).
Joaquim, A. F., Makhni, M. C. & Riew, K. D. Post-operative nerve injuries after cervical spine surgery. Int. Orthop. 43 (4), 791–795. https://doi.org/10.1007/s00264-018-4257-4 (2019).
Alentado, V. J., Bisson, E. F. & Potts, E. A. Dysphagia after cervical spine surgery: a review of risk factors and preventative measures. J. Neurosurg. Spine. 38 (3), 382–388. https://doi.org/10.3171/2022.11.SPINE221247 (2022).
Zagvazdin, Y., Mashukova, A. & Purvis, C. Sympathetic nerves, salivary secretion, and the parched mouth of fear: unraveling historical perspectives on persistent contradiction in physiology textbooks. Adv. Physiol. Educ. 49 (1), 105–126. https://doi.org/10.1152/advan.00059.2024 (2025).
Zhao Yiru. Always having a dry mouth may be related to these medications. J. Elder. Educ. https://doi.org/10.3969/j.issn.1002-3402.2025.10.044 (2025).
Wang Junjun, Z. A study on the correlation between symptom clusters and quality of life in patients with head and neck cancer during concurrent chemoradiotherapy. J. Bengbu Med. Coll. 49(3), 395–400. https://doi.org/10.13898/j.cnki.issn.1000-2200.2024.03.025 (2024).
Zhang, X. et al. Effect of perioperative steroids application on dysphagia, fusion rate, and visual analogue scale (VAS) following anterior cervical spine surgery: A meta-analysis of 14 randomized controlled trials (RCTs). Front. Surg. 9, 1040166. https://doi.org/10.3389/fsurg.2022.1040166 (2022).
Aritaki, K. et al. Kinematic analysis of chewing and swallowing function after cervical spine surgery. Eur. Spine J. 33 (1), 243–252. https://doi.org/10.1007/s00586-023-08022-7 (2024).
Rler, G., Ld Z, H. Y. & FT, Bekmez, F. A common complication in orthopedic patients: postoperative constipation and related risk factors. J. Perianesth Nurs. 38 (5), e15–e20. https://doi.org/10.1016/j.jopan.2023.05.004 (2023).
Nouhi, E., Mansour-Ghanaei, R., Hojati, S. A. & Chaboki, B. G. The effect of abdominal massage on the severity of constipation in elderly patients hospitalized with fractures: A randomized clinical trial. Int. J. Orthop. Trauma. Nurs. 47, 100936. https://doi.org/10.1016/j.ijotn.2022.100936 (2022).
Okusaga, O., Mowat, R. & Cook, C. Effectiveness of early mobilisation versus laxative use in reducing opioid induced constipation in post-operative orthopaedic patients: an integrative review. Aust J. Adv. Nurs. 39 (2), 23–35 (2022).
Ihara, E. et al. Evidence-Based clinical guidelines for chronic constipation 2023. Digestion 106 (1), 62–89. https://doi.org/10.1159/000540912 (2025).
Xu, H. J. et al. The impact of a Chinese medicine management plan based on the concept of regulating Qi and resolving stasis on Gastrointestinal function and constipation in bedridden patients after femoral fracture surgery . Hebei Traditional Chin. Med. 47(6), 930–934. https://doi.org/10.3969/j.issn.1002-2619.2025.06.012 (2025).
Hojo, M., Shibuya, T. & Nagahara, A. Management of chronic constipation: A comprehensive review. Intern. Med. 64 (1), 7–15. https://doi.org/10.2169/internalmedicine.2867-23 (2025).
Zhang, Y., Yu, J., Liu, T., Kuang, L. & Bi, X. Core preoperative symptoms and patients’ symptom experiences in oral cancer: a mixed-methods study. Support Care Cancer. 33 (4), 319. https://doi.org/10.1007/s00520-025-09370-4 (2025).
Liu, M. Z., An, R., Wu, Z. T., Gao, F. & Chen, W. F. Network analysis of core symptoms and symptom clusters in patients with head and neck tumors and nursing strategies . Chin. Nurs. J. 59(7), 828–834. https://doi.org/10.3761/j.issn.0254-1769.2024.07.009 (2024).
Falavigna, A. et al. International and multicenter prospective controlled study of dysphagia after anterior cervical spine surgery. Neurosurgery 92 (6), 1287–1296. https://doi.org/10.1227/neu.0000000000002364 (2023).
Funding
This work was supported by the Zhejiang Traditional Chinese Medicine Science and Technology Program Project (grant number 2024ZL581), and the General Research Project of the Zhejiang Provincial Department of Education (grant number Y202352208).
Author information
Authors and Affiliations
Contributions
Ma YJ and Sheng SY: Study concept and design, Data collection, Data analysis, Manuscript drafts; Zheng LM and Ren Y: Study concept and design, Data analysis, Manuscript drafts; Wang MM and Yu QF: Data collection, Data analysis; Yu CF, Liang N, and Lv DD: Data collection, Manuscript drafts; Ye Q: Study concept and design, Data collection, Data analysis, Manuscript drafts, Supervision. All authors had full access to all the data in the study, and the corresponding author had final responsibility for the decision to submit for publication. The corresponding author attests that all listed authors meet authorship criteria and that no others meeting the criteria have been omitted.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Ethics approval and consent to participate
This study was approved by the Human Research Ethics Committee of the Second Affiliated Hospital of Zhejiang University School of Medicine (Approval No. I2024217). All participants were given questionnaires after signing the informed consent form. Our research adhered to the Declaration of Helsinki.
Consent for publication
All patients provided written informed consent.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Ma, Yj., Sheng, Sy., Zheng, Lm. et al. Symptom clusters and symptom network analysis of patients after anterior cervical spine surgery: a cross-sectional study. Sci Rep (2026). https://doi.org/10.1038/s41598-026-38585-6
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-026-38585-6