암생존자 삶의 질 영향요인에 대한 연구동향: 텍스트 네트워크 분석과 토픽모델링
Research Trends on Factors Influencing the Quality of Life of Cancer Survivors: Text Network Analysis and Topic Modeling Approach
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Purpose: This study aimed to identify the major keywords and the structure of the networks for each major topic to gain knowledge on factors influencing the quality of life of cancer survivors using Text Network Analysis (TNA) and topic modeling. Methods: The study was conducted in four steps:(1) collecting abstracts, (2) text preprocessing in Python, (3) building a co-occurrence matrix, and (4) analyzing network features and clustering topic groups. From 2010 to 2020, 133 studies related to factors affecting the quality of life of cancer survivors were collected from several databases (PubMed, Embase, Cochrane, CINAHL RISS, KoreaMed, KISS). Results: As a result of analyzing 9,968 evaluation results on “breast cancer,” “female,” “depression,” “treatment,” “age,” “questionnaire,” “symptom,” and “diagnosis,” five topics were derived after topic modeling considering coherence score and perplexity score. The main themes were breast cancer survivor, symptom experience, colon cancer survivor, psycho-social factors, and lifestyle and health management. Conclusion: Based on the results of this study, symptoms such as depression, physical activity, and lifestyle and health management are significant factors affecting the quality of life of cancer survivors.
Abstract
Purpose: This study aimed to identify the major keywords and the structure of the networks for each major topic to gain knowledge on factors influencing the quality of life of cancer survivors using Text Network Analysis (TNA) and topic modeling. Methods: The study was conducted in four steps:(1) collecting abstracts, (2) text preprocessing in Python, (3) building a co-occurrence matrix, and (4) analyzing network features and clustering topic groups. From 2010 to 2020, 133 studies related to factors affecting the quality of life of cancer survivors were collected from several databases (PubMed, Embase, Cochrane, CINAHL RISS, KoreaMed, KISS). Results: As a result of analyzing 9,968 evaluation results on “breast cancer,” “female,” “depression,” “treatment,” “age,” “questionnaire,” “symptom,” and “diagnosis,” five topics were derived after topic modeling considering coherence score and perplexity score. The main themes were breast cancer survivor, symptom experience, colon cancer survivor, psycho-social factors, and lifestyle and health management. Conclusion: Based on the results of this study, symptoms such as depression, physical activity, and lifestyle and health management are significant factors affecting the quality of life of cancer survivors.
참고문헌 (27)
- "Statistical result of cause of death in 2018"[URL]
- Firkins J, "Quality of life in"chronic"cancer survivors : a meta-analysis", J Cancer Surviv, 14, pp.504~517 (2020)
- Becker H, "Predictors of quality of life for longterm cancer survivors with preexisting disabling conditions", Oncol Nurs Forum, 39, pp.E122~31 (2012)
- Zhao L, "Exploratory factor analysis of the cancer problems in living scale : a report from the American Cancer Society’s studies of cancer survivors", J Pain Symptom Manage, 37, pp.676~686 (2009)
- Anwar S, "Quality-of-life(QoL)as a predictive biomarker in patients with advanced pancreatic cancer(APC)receiving chemotherapy : results from a prospective multicenter phase 2 trial", J Gastrointest Oncol, 5, pp.433~439 (2014)
- Adam S, "Health-related quality of life among long-term(≥5 years)prostate cancer survivors by primary intervention : a systematic review", Health Qual Life Outcomes, 16, pp.1~14 (2018)
- Xia J, "Predictors of the quality of life in Chinese breast cancer survivors", Breast Cancer Res Treat, 167, pp.537~545 (2018)
- Gosain R, "Symptoms and symptom management in longterm cancer survivors", Cancer J, 19, pp.405~409 (2013)
- Han CJ, "Symptom experiences in colorectal cancer survivors after cancer treatments : a systematic review and meta-analysis", Cancer Nurs, 43, pp.E132~58 (2020)
- Götze H, "Depression and anxiety in long-term survivors 5 and 10years after cancer diagnosis", Support Care Cancer, 28, pp.211~220 (2020)
- Puigpinós-Riera R, "Anxiety and depression in women with breast cancer : social and clinical determinants and influence of the social network and social support(DAMA cohort)", Cancer Epidemiol, 55, pp.123~129 (2018)
- Liska TM, "The role of physical activity in cancer survivors’quality of life", Health Qual Life Outcomes, 18, pp.197~ (2020)
- Oberguggenberger A, "Health behavior and quality of life outcome in breast cancer survivors : prevalence rates and predictors", Clin Breast Cancer, 18, pp.38~44 (2018)
- Fong DY, "Physical activity for cancer survivors : meta-analysis of randomised controlled trials", BMJ, 344, pp.e70~ (2012)
- Shen A, "Quality of life among breast cancer survivors with triple negative breast cancer--role of hope, self-efficacy and social support", Eur J Oncol Nurs, 46, pp.101771~ (2020)
- Beutel ME, "Depression, anxiety and quality of life in long-term survivors of malignant melanoma : a register-based cohort study", PLoS One, 10, pp.e0116440~ (2015)
- Culbertson MG, "The psychosocial determinants of quality of life in breast cancer survivors : a scoping review", BMC Cancer, 20, pp.948~ (2020)
- 이수상, "언어 네트워크 분석 방법을 활용한 학술논문의 내용분석", 정보관리학회지, 31(4), pp.49~68 (2014), 한국정보관리학회[DOI]
- Paranyushkin D, "InfraNodus: generating insight using text network analysis", The World Wide Web Conference (WWW ‘19), pp.3584~3589 (2019), Association for Computing Machinery
- Baek YM, "Text-mining using R" (2017), Hanulacademy Publishers
- 권선영, "네트워크 분석을 통한 암 생존자 지식구조 연구", Journal of Korean Academy of Nursing, 46(1), pp.50~58 (2016), 한국간호과학회
- Kim K, "Identification of the knowledge structure of cancer survivors’ return to work and quality of life : a text network analysis", Int J Environ Res Public Health, 17, pp.9368~ (2020)
- Bodai BI, "Breast cancer survivorship : a comprehensive review of long-term medical issues and lifestyle recommendations", Perm J, 19, pp.48~79 (2015)
- 김미지, "텍스트네트워크분석을 활용한 종양간호학회지 논문의 연구동향 분석", Asian Oncology Nursing, 19(4), pp.193~203 (2019), 대한종양간호학회[DOI]
- Rock CL, "Nutrition and physical activity guidelines for cancer survivors", CA Cancer J Clin, 62, pp.243~274 (2012)
- Friedenreich CM, "Physical activity and mortality in cancer survivors: a systematic review and meta-analysis", JNCI Cancer Spectr, 4, pp.pkz080~ (2019)
- The Lancet Oncology, "Exercise and cancer treatment : balancing patient needs", Lancet Oncol, 19, pp.715~ (2018)