A latent profile analysis to assess physical, cognitive and emotional symptom clusters in women with breast cancer

References

• Ademuyiwa, F. O., Cyr, A., Ivanovich, J., & Thomas, M. A. (2016). Managing breast cancer in younger women: challenges and solutions. Breast Cancer: Targets and Therapy, 8, 1.
   PubMed Web of Science ®Google Scholar
• Akaike, H. (1974). A new look at the statistical model identification. IEEE Transactions on Automatic Control, 19(6), 716–723
   Google Scholar
• Antoni, M. H., Lechner, S. C., Kazi, A., Wimberly, S. R., Sifre, T., Urcuyo, K. R., Phillips, K., Glück, S., & Carver, C. S. (2006a). How stress management improves quality of life after treatment for breast cancer. Journal of Consulting and Clinical Psychology, 74(6), 1143–1152. https://doi.org/10.1037/0022-006X.74.6.1143
   PubMed Web of Science ®Google Scholar
• Antoni, M. H., Wimberly, S. R., Lechner, S. C., Kazi, A., Sifre, T., Urcuyo, K. R., Phillips, K., Smith, R. G., Petronis, V. M., Guellati, S., Wells, K. A., Blomberg, B., & Carver, C. S. (2006b). Reduction of cancer-specific thought intrusions and anxiety symptoms with a stress management intervention among women undergoing treatment for breast cancer. American Journal of Psychiatry, 163(10), 1791–1797. https://doi.org/10.1176/ajp.2006.163.10.1791
   PubMed Web of Science ®Google Scholar
• Avis, N. E., Levine, B. J., Case, L. D., Naftalis, E. Z., & Van Zee, K. J. (2015). Trajectories of depressive symptoms following breast cancer diagnosis. Cancer Epidemiology Biomarkers & Prevention, 24(11), 1789–1795. https://doi.org/10.1158/1055-9965.EPI-15-0327
   PubMed Web of Science ®Google Scholar
• Bakk, Z., Tekle, F. B., & Vermunt, J. K. (2013). Estimating the association between latent class membership and external variables using bias-adjusted three-step approaches. Sociological Methodology, 43(1), 272–311. https://doi.org/10.1177/0081175012470644
   Web of Science ®Google Scholar
• Berger, A. M., Farr, L. A., Kuhn, B. R., Fischer, P., & Agrawal, S. (2007). Values of sleep/wake, activity/rest, circadian rhythms, and fatigue prior to adjuvant breast cancer chemotherapy. Journal of Pain and Symptom Management, 33(4), 398–409. https://doi.org/10.1016/j.jpainsymman.2006.09.022
   PubMed Web of Science ®Google Scholar
• Berger, A. M., Kumar, G., LeVan, T. D., & Meza, J. L. (2020). Symptom clusters and quality of life over 1 year in breast cancer patients receiving adjuvant chemotherapy. Asia-Pacific Journal of Oncology Nursing, 7(2), 134. https://doi.org/10.4103/apjon.apjon_57_19
   PubMed Web of Science ®Google Scholar
• Buysse, D. J., Reynolds, C. F., Monk, T. H., Berman, S. R., & Kupfer, D. J. (1989). The Pittsburgh Sleep Quality Index: A new instrument for psychiatric practice and research. Psychiatry Research, 28(2), 193–213. https://doi.org/10.1016/0165-1781(89)90047-4
   PubMed Web of Science ®Google Scholar
• Carpenter, J. S., & Andrykowski, M. A. (1998). Psychometric evaluation of the Pittsburgh sleep quality index. Journal of Psychosomatic Research, 45(1), 5–13. https://doi.org/10.1016/s0022-3999(97)00298-5
   PubMed Web of Science ®Google Scholar
• Carver, C. S., Harris, S. D., Lehman, J. M., Durel, L. A., Antoni, M. H., Spencer, S. M., & Pozo-Kaderman, C. (2000). How important is the perception of personal control? Studies of early stage breast cancer patients. Personality and Social Psychology Bulletin, 26(2), 139–149. https://doi.org/10.1177/0146167200264001
   Web of Science ®Google Scholar
• Chatterjee, N. A., He, Y., & Keating, N. L. (2013). Racial differences in breast cancer stage at diagnosis in the mammography era. American Journal of Public Health, 103(1), 170–176. https://doi.org/10.2105/AJPH.2011.300550
   PubMed Web of Science ®Google Scholar
• Chirico, A., D’Aiuto, G., Penon, A., Mallia, L., DE Laurentiis, M., Lucidi, F., Botti, G., & Giordano, A. (2017). Self-efficacy for coping with cancer enhances the effect of Reiki treatments during the pre-surgery phase of breast cancer patients. Anticancer Research, 37(7), 3657–3665. https://doi.org/10.21873/anticanres.11736
   PubMed Web of Science ®Google Scholar
• Chow, S., Wan, B. A., Pidduck, W., Zhang, L., DeAngelis, C., Chan, S., Yee, C., Drost, L., Leung, E., Sousa, P., Lewis, D., Lam, H., Chow, R., Lock, M., & Chow, E. (2019). Symptom clusters in patients with breast cancer receiving radiation therapy. European Journal of Oncology Nursing: The Official Journal of European Oncology Nursing Society, 42, 14–20. https://doi.org/10.1016/j.ejon.2019.07.004
   PubMed Web of Science ®Google Scholar
• Chu, Q., Wu, I. H., & Lu, Q. (2020). Expressive writing intervention for posttraumatic stress disorder among Chinese American breast cancer survivors: The moderating role of social constraints. Quality of Life Research: An International Journal of Quality of Life Aspects of Treatment, Care and Rehabilitation, 29(4), 891–899. https://doi.org/10.1007/s11136-019-02385-5
   PubMed Web of Science ®Google Scholar
• Crane, T. E., Badger, T. A., Sikorskii, A., Segrin, C., Hsu, C.-H., & Rosenfeld, A. G. (2020). Symptom profiles of Latina breast cancer survivors: A latent class analysis. Nursing Research, 69(4), 264–271. https://doi.org/10.1097/NNR.0000000000000434
   PubMed Web of Science ®Google Scholar
• Curcio, G., Tempesta, D., Scarlata, S., Marzano, C., Moroni, F., Rossini, P. M., Ferrara, M., & De Gennaro, L. (2013). Validity of the Italian version of the Pittsburgh sleep quality index (PSQI). Neurological Sciences: Official Journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology, 34(4), 511–519. https://doi.org/10.1007/s10072-012-1085-y
   PubMed Web of Science ®Google Scholar
• Dalle Grave, R., Calugi, S., Centis, E., El Ghoch, M., & Marchesini, G. (2010). Cognitive-behavioral strategies to increase the adherence to exercise in the management of obesity. Journal of Obesity, 2011, 348293.
   PubMedGoogle Scholar
• DeSantis, C., Ma, J., Bryan, L., & Jemal, A. (2014). Breast cancer statistics, 2013. CA: A Cancer Journal for Clinicians, 64(1), 52–62. https://doi.org/10.3322/caac.21203
   PubMed Web of Science ®Google Scholar
• DiMartino, L. D., Birken, S. A., & Mayer, D. K. (2017). The relationship between cancer survivors’ socioeconomic status and reports of follow-up care discussions with providers. Journal of Cancer Education, 32(4), 749–755. https://doi.org/10.1007/s13187-016-1024-3
   PubMed Web of Science ®Google Scholar
• Dodd, M. J., Miaskowski, C., & Paul, S. M. (2001). Symptom clusters and their effect on the functional status of patients with cancer. Paper presented at the Oncology nursing forum.
   Google Scholar
• Donovan, K. A., Jacobsen, P. B., Small, B. J., Munster, P. N., & Andrykowski, M. A. (2008). Identifying clinically meaningful fatigue with the Fatigue Symptom Inventory. Journal of Pain and Symptom Management, 36(5), 480–487. https://doi.org/10.1016/j.jpainsymman.2007.11.013
   PubMed Web of Science ®Google Scholar
• French-Rosas, L. N., Moye, J., & Naik, A. D. (2011). Improving the recognition and treatment of cancer-related posttraumatic stress disorder. Journal of Psychiatric Practice, 17(4), 270–276. https://doi.org/10.1097/01.pra.0000400264.30043.ae
   PubMed Web of Science ®Google Scholar
• Given, C. W., & Given, B. A. (2013). Symptom management and psychosocial outcomes following cancer. Seminars in Oncology, 40(6), 774–783. https://doi.org/10.1053/j.seminoncol.2013.09.001
   PubMed Web of Science ®Google Scholar
• Hack, T. F., Pickles, T., Bultz, B. D., Ruether, J. D., Weir, L. M., Degner, L. F., & Mackey, J. R. (2003). Impact of providing audiotapes of primary adjuvant treatment consultations to women with breast cancer: A multisite, randomized, controlled trial. Journal of Clinical Oncology: Official Journal of the American Society of Clinical Oncology, 21(22), 4138–4144. https://doi.org/10.1200/JCO.2003.12.155
   PubMed Web of Science ®Google Scholar
• Hamilton, M. (1959). The assessment of anxiety states by rating. The British Journal of Medical Psychology, 32(1), 50–55. https://doi.org/10.1111/j.2044-8341.1959.tb00467.x
   PubMed Web of Science ®Google Scholar
• Hamilton, M. (1960). A rating scale for depression. Journal of Neurology, Neurosurgery, and Psychiatry, 23(1), 56–62. https://doi.org/10.1136/jnnp.23.1.56
   PubMed Web of Science ®Google Scholar
• Hann, D. M., Jacobsen, P. B., Azzarello, L. M., Martin, S. C., Curran, S. L., Fields, K. K., Greenberg, H., & Lyman, G. (1998). Measurement of fatigue in cancer patients: Development and validation of the Fatigue Symptom Inventory. Quality of Life Research: An International Journal of Quality of Life Aspects of Treatment, Care and Rehabilitation, 7(4), 301–310. https://doi.org/10.1023/A:1008842517972
   PubMed Web of Science ®Google Scholar
• Harrington, C. B., Hansen, J. A., Moskowitz, M., Todd, B. L., & Feuerstein, M. (2010). It’s not over when it’s over: Long-term symptoms in cancer survivors—A systematic review. The International Journal of Psychiatry in Medicine, 40(2), 163–181. https://doi.org/10.2190/PM.40.2.c
   PubMed Web of Science ®Google Scholar
• Heitzmann, C. A., Merluzzi, T. V., Jean-Pierre, P., Roscoe, J. A., Kirsh, K. L., & Passik, S. D. (2011). Assessing self-efficacy for coping with cancer: Development and psychometric analysis of the brief version of the Cancer Behavior Inventory (CBI-B). Psycho-oncology, 20(3), 302–312. https://doi.org/10.1002/pon.1735
   PubMed Web of Science ®Google Scholar
• Hulbert-Williams, N., Neal, R., Morrison, V., Hood, K., & Wilkinson, C. (2012). Anxiety, depression and quality of life after cancer diagnosis: What psychosocial variables best predict how patients adjust?Psycho-Oncology, 21(8), 857–867. https://doi.org/10.1002/pon.1980
   PubMed Web of Science ®Google Scholar
• Jacobsen, P. B., Widows, M. R., Hann, D. M., Andrykowski, M. A., Kronish, L. E., & Fields, K. K. (1998). Posttraumatic stress disorder symptoms after bone marrow transplantation for breast cancer. Psychosomatic Medicine, 60(3), 366–371. https://doi.org/10.1097/00006842-199805000-00026
   PubMed Web of Science ®Google Scholar
• Kehlet, H., Jensen, T. S., & Woolf, C. J. (2006). Persistent postsurgical pain: Risk factors and prevention. The Lancet, 367(9522), 1618–1625. https://doi.org/10.1016/S0140-6736(06)68700-X
   PubMed Web of Science ®Google Scholar
• Khan, F., Ahmad, N., & Biswas, F. N. (2018). Cluster analysis of symptoms of Bangladeshi women with breast cancer. Indian Journal of Palliative Care, 24(4), 397–401. https://doi.org/10.4103/IJPC.IJPC_77_18
   PubMed Web of Science ®Google Scholar
• Kulpa, M., Kosowicz, M., Stypuła-Ciuba, B. J., & Kazalska, D. (2014). Anxiety and depression, cognitive coping strategies, and health locus of control in patients with digestive system cancer. Przeglad gastroenterologiczny, 9(6), 329–335. https://doi.org/10.5114/pg.2014.47895
   PubMedGoogle Scholar
• Lanza, S. T., Tan, X., & Bray, B. C. (2013). Latent class analysis with distal outcomes: A flexible model-based approach. Structural Equation Modeling: A Multidisciplinary Journal, 20(1), 1–26. https://doi.org/10.1080/10705511.2013.742377
   PubMed Web of Science ®Google Scholar
• Lee, L., Ross, A., Griffith, K., Jensen, R., & Wallen, G. (2020). Symptom clusters in breast cancer survivors: A latent class profile analysis. Oncology Nursing Forum, 47(1), 89–100. https://doi.org/10.1188/20.ONF.89-100
   PubMed Web of Science ®Google Scholar
• Loh, S. Y., & Quek, K. (2011). Cancer-behavior-coping in women with breast cancer: Effect of a cancer self-management program. International Journal of Applied & Basic Medical Research, 1(2), 84–88. https://doi.org/10.4103/2229-516X.91150
   PubMedGoogle Scholar
• Maass, S. W., Roorda, C., Berendsen, A. J., Verhaak, P. F., & de Bock, G. H. (2015). The prevalence of long-term symptoms of depression and anxiety after breast cancer treatment: A systematic review. Maturitas, 82(1), 100–108. https://doi.org/10.1016/j.maturitas.2015.04.010
   PubMed Web of Science ®Google Scholar
• Matsuoka, Y., Nakano, T., Inagaki, M., Sugawara, Y., Akechi, T., Imoto, S., Murakami, K., Yamawaki, S., & Uchitomi, Y. (2002). Cancer-related intrusive thoughts as an indicator of poor psychological adjustment at 3 or more years after breast surgery: A preliminary study. Breast Cancer Research and Treatment, 76(2), 117–124. https://doi.org/10.1023/a:1020572505095
   PubMed Web of Science ®Google Scholar
• Miaskowski, C. (2016). Future directions in symptom cluster research. Seminars in Oncology Nursing, 32(4), 405–415. https://doi.org/10.1016/j.soncn.2016.08.006
   PubMed Web of Science ®Google Scholar
• Miaskowski, C., Aouizerat, B. E., Dodd, M., & Cooper, B. (2007). Conceptual issues in symptom clusters research and their implications for quality-of-life assessment in patients with cancer. Journal of the National Cancer Institute Monographs, 2007(37), 39–46. https://doi.org/10.1093/jncimonographs/lgm003
   Google Scholar
• Miaskowski, C., Barsevick, A., Berger, A., Casagrande, R., Grady, P. A., Jacobsen, P., Kutner, J., Patrick, D., Zimmerman, L., Xiao, C., Matocha, M., & Marden, S. (2017). Advancing symptom science through symptom cluster research: Expert panel proceedings and recommendations. Journal of the National Cancer Institute, 109(4), djw253. https://doi.org/10.1093/jnci/djw253
   PubMedGoogle Scholar
• Miaskowski, C., Dodd, M., & Lee, K. (2004). Symptom clusters: The new frontier in symptom management research. Journal of the National Cancer Institute Monographs, 2004(32), 17–21. https://doi.org/10.1093/jncimonographs/lgh023
   Google Scholar
• Miaskowski, C., Dunn, L., Ritchie, C., Paul, S. M., Cooper, B., Aouizerat, B. E., Alexander, K., Skerman, H., & Yates, P. (2015). Latent class analysis reveals distinct subgroups of patients based on symptom occurrence and demographic and clinical characteristics. Journal of Pain and Symptom Management, 50(1), 28–37. https://doi.org/10.1016/j.jpainsymman.2014.12.011
   PubMed Web of Science ®Google Scholar
• Miller, K. D., Nogueira, L., Mariotto, A. B., Rowland, J. H., Yabroff, K. R., Alfano, C. M., Jemal, A., Kramer, J. L., & Siegel, R. L. (2019). Cancer treatment and survivorship statistics, 2019. CA: A Cancer Journal for Clinicians, 69(5), 363–385. https://doi.org/10.3322/caac.21565
   PubMed Web of Science ®Google Scholar
• Motlagh, H. (2010). Impact of event scale-revised. Journal of Physiotherapy, 56(3), 203. https://doi.org/10.1016/S1836-9553(10)70029-1
   PubMed Web of Science ®Google Scholar
• Naik, H., Qiu, X., Brown, M. C., Eng, L., Pringle, D., Mahler, M., Hon, H., Tiessen, K., Thai, H., Ho, V., Gonos, C., Charow, R., Pat, V., Irwin, M., Herzog, L., Ho, A., Xu, W., Jones, J. M., Howell, D., & Liu, G. (2016). Socioeconomic status and lifestyle behaviours in cancer survivors: Smoking and physical activity. Current Oncology (Toronto, Ont.), 23(6), e546–e555. https://doi.org/10.3747/co.23.3166
   PubMed Web of Science ®Google Scholar
• Perkins, E. A., Small, B. J., Balducci, L., Extermann, M., Robb, C., & Haley, W. E. (2007). Individual differences in well-being in older breast cancer survivors. Critical Reviews in Oncology/Hematology, 62(1), 74–83. https://doi.org/10.1016/j.critrevonc.2006.11.002
   PubMed Web of Science ®Google Scholar
• Phillips, S. M., & McAuley, E. (2014). Physical activity and quality of life in breast cancer survivors: The role of self-efficacy and health status. Psycho-Oncology, 23(1), 27–34. https://doi.org/10.1002/pon.3366
   PubMed Web of Science ®Google Scholar
• Pudkasam, S., Tangalakis, K., Chinlumprasert, N., Apostolopoulos, V., & Stojanovska, L. (2017). Breast cancer and exercise: The role of adiposity and immune markers. Maturitas, 105, 16–22. https://doi.org/10.1016/j.maturitas.2017.04.022
   PubMed Web of Science ®Google Scholar
• Radecka, B., & Litwiniuk, M. (2016). Breast cancer in young women. Ginekologia polska, 87(9), 659–663. https://doi.org/10.5603/GP.2016.0062
   PubMed Web of Science ®Google Scholar
• Roiland, R. A., & Heidrich, S. M. (2011). Symptom clusters and quality of life in older breast cancer survivors. Paper presented at the Oncology nursing forum.
   Google Scholar
• Rottmann, N., Dalton, S. O., Christensen, J., Frederiksen, K., & Johansen, C. (2010). Self-efficacy, adjustment style and well-being in breast cancer patients: A longitudinal study. Quality of Life Research, 19(6), 827–836. https://doi.org/10.1007/s11136-010-9653-1
   PubMed Web of Science ®Google Scholar
• Ruiz-Casado, A., Álvarez-Bustos, A., de Pedro, C. G., Méndez-Otero, M., & Romero-Elías, M. (2020). Cancer-related fatigue in breast cancer survivors: A review. Clinical Breast Cancer, 21(1):10–25.
   Google Scholar
• Schreier, A. M., Johnson, L. A., Vohra, N. A., Muzaffar, M., & Kyle, B. (2019). Post-treatment symptoms of pain, anxiety, sleep disturbance, and fatigue in breast cancer survivors. Pain Management Nursing: Official Journal of the American Society of Pain Management Nurses, 20(2), 146–151. https://doi.org/10.1016/j.pmn.2018.09.005
   PubMed Web of Science ®Google Scholar
• Schwab, J. J., Bialow, M. R., Clemmons, R. S., & Holzer, C. E. (1967). Hamilton rating scale for depression with medical in-patients. The British Journal of Psychiatry: The Journal of Mental Science, 113(494), 83–88. https://doi.org/10.1192/bjp.113.494.83
   PubMed Web of Science ®Google Scholar
• Schwarz, G. (1978). Estimating the dimension of a model. The Annals of Statistics, 6(2), 461–464. https://doi.org/10.1214/aos/1176344136
   Web of Science ®Google Scholar
• Sharif, S. P., & Khanekharab, J. (2017). External locus of control and quality of life among Malaysian breast cancer patients: The mediating role of coping strategies. Journal of Psychosocial Oncology, 35(6), 706–725. https://doi.org/10.1080/07347332.2017.1308984
   PubMed Web of Science ®Google Scholar
• Sharp, R. (2015). The Hamilton rating scale for depression. Occupational Medicine (Oxford, England), 65(4), 340–340. https://doi.org/10.1093/occmed/kqv043
   PubMed Web of Science ®Google Scholar
• Shelby, R. A., Edmond, S. N., Wren, A. A., Keefe, F. J., Peppercorn, J. M., Marcom, P. K., Blackwell, K. L., & Kimmick, G. G. (2014). Self-efficacy for coping with symptoms moderates the relationship between physical symptoms and well-being in breast cancer survivors taking adjuvant endocrine therapy. Supportive Care in Cancer, 22(10), 2851–2859. https://doi.org/10.1007/s00520-014-2269-1
   PubMed Web of Science ®Google Scholar
• Skerman, H. M., Yates, P. M., & Battistutta, D. (2012). Cancer-related symptom clusters for symptom management in outpatients after commencing adjuvant chemotherapy, at 6 months, and 12 months. Supportive Care in Cancer: Official Journal of the Multinational Association of Supportive Care in Cancer, 20(1), 95–105. https://doi.org/10.1007/s00520-010-1070-z
   PubMed Web of Science ®Google Scholar
• Sohl, S. J., Schnur, J. B., Sucala, M., David, D., Winkel, G., & Montgomery, G. H. (2012). Distress and emotional well-being in breast cancer patients prior to radiotherapy: An expectancy-based model. Psychology & Health, 27(3), 347–361. https://doi.org/10.1080/08870446.2011.569714
   PubMed Web of Science ®Google Scholar
• Taylor, S. E., Lichtman, R. R., & Wood, J. V. (1984). Attributions, beliefs about control, and adjustment to breast cancer. Journal of Personality and Social Psychology, 46(3), 489–502. https://doi.org/10.1037//0022-3514.46.3.489
   PubMed Web of Science ®Google Scholar
• Trudel-Fitzgerald, C., Zhou, E. S., Poole, E. M., Zhang, X., Michels, K. B., Eliassen, A. H., Chen, W. Y., Holmes, M. D., Tworoger, S. S., & Schernhammer, E. S. (2017). Sleep and survival among women with breast cancer: 30 years of follow-up within the Nurses’ Health Study. British Journal of Cancer, 116(9), 1239–1246. https://doi.org/10.1038/bjc.2017.85
   PubMed Web of Science ®Google Scholar
• Urcuyo, K. R., Boyers, A. E., Carver, C. S., & Antoni, M. H. (2005). Finding benefit in breast cancer: Relations with personality, coping, and concurrent well-being. Psychology & Health, 20(2), 175–192. https://doi.org/10.1080/08870440512331317634
   Web of Science ®Google Scholar
• Vermunt, J., & Magidson, J. (2002). Latent class cluster analysis. In Hagenaars, J. A., and McCutcheon, A. L. (Eds.), Applied latent class analysis (pp. 89–106). Cambridge University Press.
   Google Scholar
• Vermunt, J. K. (2010). Latent class modeling with covariates: Two improved three-step approaches. Political Analysis, 18(4), 450–469. https://doi.org/10.1093/pan/mpq025
   Web of Science ®Google Scholar
• Wang, A. W.-T., Bouchard, L. C., Gudenkauf, L. M., Jutagir, D. R., Fisher, H. M., Jacobs, J. M., Blomberg, B. B., Lechner, S. C., Carver, C. S., & Antoni, M. H. (2018). Differential psychological effects of cognitive-behavioral stress management among breast cancer patients with high and low initial cancer-specific distress. Journal of Psychosomatic Research, 113, 52–57. https://doi.org/10.1016/j.jpsychores.2018.07.011
   PubMed Web of Science ®Google Scholar
• White-Means, S. I., & Osmani, A. R. (2018). Affordable care act and disparities in health services utilization among ethnic minority breast cancer survivors: Evidence from longitudinal medical expenditure panel surveys 2008–2015. International Journal of Environmental Research and Public Health, 15(9), 1860. https://doi.org/10.3390/ijerph15091860
   PubMed Web of Science ®Google Scholar