Literature DB >> 29055062

Cognition, quality-of-life, and symptom clusters in breast cancer: Using Bayesian networks to elucidate complex relationships.

Selene Xu1, Wesley Thompson2, Sonia Ancoli-Israel2, Lianqi Liu2, Barton Palmer2,3, Loki Natarajan3,4.   

Abstract

OBJECTIVE: Breast cancer patients frequently complain of cognitive dysfunction during chemotherapy. Patients also report experiencing a cluster of sleep problems, fatigue, and depressive symptoms during chemotherapy. We aimed to understand the complex dynamic interrelationships of depression, fatigue, and sleep to ultimately elucidate their role in cognitive performance and quality of life amongst breast cancer survivors undergoing chemotherapy treatment.
METHODS: Our study sample comprised 74 newly diagnosed stage I to III breast cancer patients scheduled to receive chemotherapy. An objective neuropsychological test battery and self-reported fatigue, mood, sleep quality, and quality of life were collected at 3 time points: before the start of chemotherapy (baseline: BL), at the end of cycle 4 chemotherapy (C4), and 1 year after the start of chemotherapy (Y1). We applied novel Bayesian network methods to investigate the role of sleep/fatigue/mood on cognition and quality of life prior to, during, and after chemotherapy.
RESULTS: The fitted network exhibited strong direct and indirect links between symptoms, cognitive performance, and quality of life. The only symptom directly linked to cognitive performance was C4 sleep quality; at C4, fatigue was directly linked to sleep and thus indirectly influenced cognitive performance. Mood strongly influenced concurrent quality of life at C4 and Y1. Regression estimates indicated that worse sleep quality, fatigue, and mood were negatively associated with cognitive performance or quality of life.
CONCLUSIONS: The Bayesian network identified local structure (eg, fatigue-mood-QoL or sleep-cognition) and possible intervention targets (eg, a sleep intervention to reduce cognitive complaints during chemotherapy).
Copyright © 2017 John Wiley & Sons, Ltd.

Entities:  

Keywords:  Bayesian network; breast cancer; cognitive performance; fatigue; mood; oncology; quality of life; sleep

Mesh:

Year:  2017        PMID: 29055062      PMCID: PMC5840020          DOI: 10.1002/pon.4571

Source DB:  PubMed          Journal:  Psychooncology        ISSN: 1057-9249            Impact factor:   3.894


  31 in total

1.  Bayesian Model Selection and Model Averaging.

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Journal:  J Math Psychol       Date:  2000-03       Impact factor: 2.223

2.  A longitudinal study of depression, fatigue, and sleep disturbances as a symptom cluster in women with breast cancer.

Authors:  Sheau-Yan Ho; Kelly J Rohan; Justin Parent; Felice A Tager; Paula S McKinley
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3.  Predictors of fatigue 30 days after completing anthracycline plus taxane adjuvant chemotherapy for breast cancer.

Authors:  Kimberly K Wielgus; Ann M Berger; Melody Hertzog
Journal:  Oncol Nurs Forum       Date:  2009-01       Impact factor: 2.172

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Authors:  K D Stein; S C Martin; D M Hann; P B Jacobsen
Journal:  Cancer Pract       Date:  1998 May-Jun

5.  Impact of adjuvant breast cancer chemotherapy on fatigue, other symptoms, and quality of life.

Authors:  Katherine L Byar; Ann M Berger; Suzanne L Bakken; Melissa A Cetak
Journal:  Oncol Nurs Forum       Date:  2006-01-01       Impact factor: 2.172

Review 6.  Symptom burden and quality of life in survivorship: a review of the literature.

Authors:  Horng-Shiuann Wu; Janet K Harden
Journal:  Cancer Nurs       Date:  2015 Jan-Feb       Impact factor: 2.592

7.  Sleep quality after initial chemotherapy for breast cancer.

Authors:  Susan L Beck; Ann M Berger; Andrea M Barsevick; Bob Wong; Katie A Stewart; William N Dudley
Journal:  Support Care Cancer       Date:  2009-06-13       Impact factor: 3.603

8.  Using an innovative multiple regression procedure in a cancer population (Part 1): detecting and probing relationships of common interacting symptoms (pain, fatigue/weakness, sleep problems) as a strategy to discover influential symptom pairs and clusters.

Authors:  Richard B Francoeur
Journal:  Onco Targets Ther       Date:  2014-12-22       Impact factor: 4.147

9.  Using an innovative multiple regression procedure in a cancer population (Part II): fever, depressive affect, and mobility problems clarify an influential symptom pair (pain-fatigue/weakness) and cluster (pain-fatigue/weakness-sleep problems).

Authors:  Richard B Francoeur
Journal:  Onco Targets Ther       Date:  2014-12-22       Impact factor: 4.147

10.  Chemotherapy-induced changes of cerebral activity in resting-state functional magnetic resonance imaging and cerebral white matter in diffusion tensor imaging.

Authors:  Caiqin Mo; Hailong Lin; Fangmeng Fu; Lin Lin; Jie Zhang; Meng Huang; Chuan Wang; Yunjing Xue; Qing Duan; Weiwen Lin; Xiangjin Chen
Journal:  Oncotarget       Date:  2017-05-23
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3.  Symptom clusters in patients receiving chemotherapy: A systematic review.

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4.  A 2-year prospective analysis of insomnia as a mediator of the relationship between androgen deprivation therapy and perceived cognitive function in men with prostate cancer.

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6.  Application of tabu search-based Bayesian networks in exploring related factors of liver cirrhosis complicated with hepatic encephalopathy and disease identification.

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Journal:  Sci Rep       Date:  2019-04-18       Impact factor: 4.379

7.  Clinical and genetic factors associated with self-reported cognitive deficits in women with breast cancer: the "CAGE-Cog" study.

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Review 9.  Are Sleep Complaints Related to Cognitive Functioning in Non-Central Nervous System Cancer? A Systematic Review.

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10.  Reductions in sleep quality and circadian activity rhythmicity predict longitudinal changes in objective and subjective cognitive functioning in women treated for breast cancer.

Authors:  Sonia Ancoli-Israel; Lianqi Liu; Loki Natarajan; Michelle Rissling; Ariel B Neikrug; Shawn D Youngstedt; Paul J Mills; Georgia R Sadler; Joel E Dimsdale; Barbara A Parker; Barton W Palmer
Journal:  Support Care Cancer       Date:  2021-12-26       Impact factor: 3.359

  10 in total

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