Construction and validation of a risk-prediction model for chemotherapy-related cognitive impairment in patients with breast cancer

被引:5
作者
Liu, Yu [1 ]
Li, Ruo-Lin [1 ]
Chen, Lu [1 ]
Zhao, Fu-Yun [1 ]
Su, Ya-Li [2 ]
Jin, Shuai [1 ]
Liu, Jun-E [1 ]
机构
[1] Capital Med Univ, Sch Nursing, Beijing 100069, Peoples R China
[2] Capital Med Univ, Beijing Tiantan Hosp, Dept Breast Oncol, South 4th Ring Rd West, Beijing 100050, Peoples R China
关键词
Breast cancer; Prediction model; Chemotherapy-related cognitive impairment; Factors; Nursing assessment; Quality of life; NEUROPSYCHOLOGICAL PERFORMANCE; SURVIVORS; EXERCISE; FATIGUE; MECHANISMS; ADHERENCE; SELECTION; GENOTYPE; OUTCOMES; PHQ-9;
D O I
10.1007/s11764-024-01566-7
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
PurposeTo identify risk factors of chemotherapy-related cognitive impairment (CRCI) and construct and validate a visual prediction model of such for patients with breast cancer.MethodsA multicenter, descriptive, and cross-sectional design was adopted. Data were collected from ten public tertiary hospitals in China. Cognitive function was assessed by using Functional Assessment of Cancer Therapy-cognitive function. Socio-demographic, clinical, psychological, and physical indicators were also assessed. The logistic prediction model was constructed by fivefold cross-validation. Then, a nomogram was utilized to visualize the prediction model, which was also evaluated via discrimination, calibration, and decision curve analysis.ResultsA total of 71 breast cancer patients had CRCI with a prevalence of 9.58%. This visual prediction model was constructed based on education background, exercise frequency, chemotherapy times, and fatigue and demonstrated good discrimination, with an area under the receiver operating characteristic curve of 0.882. The calibration curve indicated good agreement between experimental and projected values, and the decision curve proved good clinical applicability.ConclusionEducation background, exercise frequency, chemotherapy times, and fatigue were associated with high incidence of CRCI. The prediction model exhibits superior performance and has promise as a useful instrument for assessing the likelihood of CRCI in breast cancer patients.Implications for cancer survivorsOur findings could provide breast cancer survivors with risk screening based on CRCI predictors to implement prevention and early intervention, and help patients integrate into society and achieve comprehensive recovery.
引用
收藏
页数:13
相关论文
共 57 条
[1]   Relationship of perceived everyday cognitive function and work engagement in breast cancer survivors [J].
Ah, Diane Von ;
Crouch, Adele .
SUPPORTIVE CARE IN CANCER, 2021, 29 (08) :4303-4309
[2]   The relationship of APOE genotype to neuropsychological performance in long-term cancer survivors treated with standard dose chemotherapy [J].
Ahles, TA ;
Saykin, AJ ;
Noll, WW ;
Furstenberg, CT ;
Guerin, S ;
Cole, B ;
Mott, LA .
PSYCHO-ONCOLOGY, 2003, 12 (06) :612-619
[3]  
Ahles TA, 2018, ANNU REV CLIN PSYCHO, V14, P425, DOI [10.1146/annurev-clinpsy-050817-084903, 10.1146/annurev-clinpsy-050817084903]
[4]   Discrimination and Calibration of Clinical Prediction Models Users' Guides to the Medical Literature [J].
Alba, Ana Carolina ;
Agoritsas, Thomas ;
Walsh, Michael ;
Hanna, Steven ;
Iorio, Alfonso ;
Devereaux, P. J. ;
McGinn, Thomas ;
Guyatt, Gordon .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2017, 318 (14) :1377-1384
[5]   Global surveillance of trends in cancer survival 2000-14 (CONCORD-3): analysis of individual records for 37 513 025 patients diagnosed with one of 18 cancers from 322 population-based registries in 71 countries [J].
Allemani, Claudia ;
Matsuda, Tomohiro ;
Di Carlo, Veronica ;
Harewood, Rhea ;
Matz, Melissa ;
Niksic, Maja ;
Bonaventure, Audrey ;
Valkov, Mikhail ;
Johnson, Christopher J. ;
Esteve, Jacques ;
Ogunbiyi, Olufemi J. ;
Azevedo e Silva, Gulnar ;
Chen, Wan-Qing ;
Eser, Sultan ;
Engholm, Gerda ;
Stiller, Charles A. ;
Monnereau, Alain ;
Woods, Ryan R. ;
Visser, Otto ;
Lim, Gek Hsiang ;
Aitken, Joanne ;
Weir, Hannah K. ;
Coleman, Michel P. .
LANCET, 2018, 391 (10125) :1023-1075
[6]   Acute treatment with doxorubicin induced neurochemical impairment of the function of dopamine system in rat brain structures [J].
Antkiewicz-Michaluk, Lucyna ;
Krzemieniecki, Krzysztof ;
Romanska, Irena ;
Michaluk, Jerzy ;
Krygowska-Wajs, Anna .
PHARMACOLOGICAL REPORTS, 2016, 68 (03) :627-630
[7]   Neural Mechanisms Underlying Breast Cancer Related Fatigue: A Systematic Review of Neuroimaging Studies [J].
Arya, Nisha ;
Vaish, Anya ;
Zhao, Ke ;
Rao, Hengyi .
FRONTIERS IN NEUROSCIENCE, 2021, 15
[8]   Trajectories of Cognitive Function and Associated Phenotypic and Genotypic Factors in Breast Cancer [J].
Bender, Catherine M. ;
Merriman, John D. ;
Sereika, Susan M. ;
Gentry, Amanda L. ;
Casillo, Frances E. ;
Koleck, Theresa A. ;
Rosenzweig, Margaret Q. ;
Brufsky, Adam M. ;
McAuliffe, Priscilla ;
Zhu, Yehui ;
Conley, Yvette P. .
ONCOLOGY NURSING FORUM, 2018, 45 (03) :308-326
[9]   Perceived Cognitive Impairment in Breast Cancer Survivors and Its Relationships with Psychological Factors [J].
Boscher, Clemence ;
Joly, Florence ;
Clarisse, Benedicte ;
Humbert, Xavier ;
Grellard, Jean-Michel ;
Binarelli, Giulia ;
Tron, Laure ;
Licaj, Idlir ;
Lange, Marie .
CANCERS, 2020, 12 (10) :1-13
[10]   THE PITTSBURGH SLEEP QUALITY INDEX - A NEW INSTRUMENT FOR PSYCHIATRIC PRACTICE AND RESEARCH [J].
BUYSSE, DJ ;
REYNOLDS, CF ;
MONK, TH ;
BERMAN, SR ;
KUPFER, DJ .
PSYCHIATRY RESEARCH, 1989, 28 (02) :193-213