The core symptom in multiple myeloma patients undergoing chemotherapy: a network analysis
- PMID: 37097532
- PMCID: PMC10126563
- DOI: 10.1007/s00520-023-07759-7
The core symptom in multiple myeloma patients undergoing chemotherapy: a network analysis
Abstract
Background: During chemotherapy for multiple myeloma, symptoms include those related to the disease, as well as adverse effects of the treatment. Few studies have explored the relationships between these symptoms. Network analysis could identify the core symptom in the symptom network.
Objective: The aim of this study was to explore the core symptom in multiple myeloma patients undergoing chemotherapy.
Methods: This was a cross-sectional study in which sequential sampling was used to recruit 177 participants from Hunan, China. Demographic and clinical characteristics were surveyed using a self-developed instrument. The symptoms of chemotherapy-treated multiple myeloma, including pain, fatigue, worry, nausea, and vomiting, were measured using a questionnaire with good reliability and validity. The mean ± SD, frequency, and percentages were used as descriptive statistics. Network analysis was used to estimate the correlation between symptoms.
Results: The results showed that 70% of multiple myeloma patients using chemotherapy exhibited pain. In the network analysis, worrying was the dominant symptom, and the strongest relationship was between nausea and vomiting in chemotherapy-treated multiple myeloma patients' symptoms.
Conclusion: Worrying is the core symptom of multiple myeloma patients. Interventions could be most effective if there is a symptom management focus on worrying when providing care to chemotherapy-treated multiple myeloma patients. Nausea combined with vomiting could be better managed, which would decrease the cost of health care. Understanding the relationship between the symptoms of multiple myeloma patients undergoing chemotherapy is beneficial for precise symptom management.
Implications for practice: Nurses and health care teams should be a priority to intervene in the worrying for chemotherapy-treated multiple myeloma patients to maximize the effectiveness of an intervention. Except, nausea and vomiting should be managed together in a clinical setting.
Keywords: Chemotherapy; Core symptom; Multiple myeloma; Network analysis.
© 2023. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
Conflict of interest statement
The authors declare that they have no competing interests.
Figures



Similar articles
-
Multiple myeloma patients undergoing chemotherapy: Which symptom clusters impact quality of life?J Clin Nurs. 2023 Oct;32(19-20):7247-7259. doi: 10.1111/jocn.16791. Epub 2023 Jun 12. J Clin Nurs. 2023. PMID: 37303229
-
[The development of a new QOL Questionnaire on chemotherapy - induced emesis and vomiting--investigation of reliability and validity. Group for Investigation of QOL Questionnaire for Anti-Emetics Used in Cancer Chemotherapy. Joint Research Group for Tropisetron Double-Blind Comparative study].Gan To Kagaku Ryoho. 1996 May;23(6):745-55. Gan To Kagaku Ryoho. 1996. PMID: 8645026 Clinical Trial. Japanese.
-
Gaps exist between patients' experience and clinicians' awareness of symptoms after chemotherapy: CINV and accompanying symptoms.Support Care Cancer. 2016 Nov;24(11):4559-66. doi: 10.1007/s00520-016-3295-y. Epub 2016 Jun 8. Support Care Cancer. 2016. PMID: 27278273
-
One-Day Versus Three-Day Dexamethasone in Combination with Palonosetron for the Prevention of Chemotherapy-Induced Nausea and Vomiting: A Systematic Review and Individual Patient Data-Based Meta-Analysis.Oncologist. 2019 Dec;24(12):1593-1600. doi: 10.1634/theoncologist.2019-0133. Epub 2019 Jun 19. Oncologist. 2019. PMID: 31217343 Free PMC article.
-
The pathophysiology of chemotherapy-induced nausea and vomiting.Gastroenterol Nurs. 2005 Nov-Dec;28(6):469-80. doi: 10.1097/00001610-200511000-00003. Gastroenterol Nurs. 2005. PMID: 16418583 Review.
Cited by
-
Effectiveness of ePRO-based symptom management for cancer patients: a systematic review and meta-analysis of randomized controlled studies.Support Care Cancer. 2024 Dec 2;32(12):842. doi: 10.1007/s00520-024-09026-9. Support Care Cancer. 2024. PMID: 39621108
-
Comparative analysis of the performance of the large language models ChatGPT-3.5, ChatGPT-4 and Open AI-o1 in the field of Programmed Cell Death in myeloma.Discov Oncol. 2025 May 23;16(1):870. doi: 10.1007/s12672-025-02648-3. Discov Oncol. 2025. PMID: 40407967 Free PMC article.
-
Exploring early postoperative core symptoms in Chinese patients with primary liver cancer: a cross-sectional and longitudinal network analysis.Support Care Cancer. 2025 Jan 16;33(2):104. doi: 10.1007/s00520-024-09141-7. Support Care Cancer. 2025. PMID: 39820759
-
Identifying core symptom clusters based on symptom distress levels in patients with maintenance hemodialysis: a cross-sectional network analysis.Ren Fail. 2025 Dec;47(1):2449203. doi: 10.1080/0886022X.2024.2449203. Epub 2025 Jan 13. Ren Fail. 2025. PMID: 39806785 Free PMC article.
-
Network analysis used to investigate the interplay among somatic and psychological symptoms in patients with cancer and cancer survivors: a scoping review.J Cancer Surviv. 2025 Aug;19(4):1198-1211. doi: 10.1007/s11764-024-01543-0. Epub 2024 Mar 26. J Cancer Surviv. 2025. PMID: 38530627 Free PMC article.
References
-
- Xu ZZ, Wu SQ, Wang QQ, Ye YM, Ma XM, Zhan R. Clinical significance of corrected serum calcium in 320 patients with multiple myeloma. Zhongguo Shi Yan Xue Ye Xue Za Zhi. 2017;25:1058–1062. - PubMed
MeSH terms
LinkOut - more resources
Full Text Sources
Medical