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functional connectome biotypes of chemotherapy-related cognitive impairment
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نویسنده
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kesler shelli r. ,petersen melissa l. ,rao vikram ,harrison rebecca a. ,palesh oxana
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منبع
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journal of cancer survivorship - 2020 - دوره : 14 - شماره : 4 - صفحه:483 -493
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چکیده
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Cancer-related cognitive impairment (crci) is a common neurotoxicity among patients with breast and other cancers. neuroimaging studies have demonstrated measurable biomarkers of crci but have largely neglected the potential heterogeneity of the syndrome. we used retrospective functional mri data from 80 chemotherapy-treated breast cancer survivors to examine neurophysiologic subtypes or “biotypes” of crci. the breast cancer group consisted of training (n = 57) and validation (n = 23) samples. an unsupervised clustering approach using connectomes from the training sample identified three distinct biotypes. cognitive performance (p < 0.05, corrected) and regional connectome organization (p < 0.001, corrected) differed significantly between the biotypes and also from 103 healthy female controls. we then built a random forest classifier using connectome features to distinguish between the biotypes (accuracy = 91%) and applied this to the validation sample to predict biotype assignment. cognitive performance (p < 0.05, corrected) and regional connectome organization (p < 0.005, corrected) differed significantly between the predicted biotypes and healthy controls. biotypes were also characterized by divergent clinical and demographic factors as well as patient reported outcomes. neurophysiologic biotypes help characterize the heterogeneity associated with crci in a data-driven manner based on neuroimaging biomarkers. our novel findings provide a foundation for detecting potential risk and resilience factors that warrant further study. with further investigation, biotypes might be used to personalize assessments of and interventions for crci.
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کلیدواژه
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mri ,cognition ,connectome ,machine learning ,breast cancer
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آدرس
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university of texas at austin, school of nursing, dell school of medicine, livestrong cancer institutes, dell school of medicine, cancer neuroscience laboratory, department of diagnostic medicine, usa, university of north texas health science center, department of family medicine, usa, university of texas at austin, school of nursing, dell school of medicine, cancer neuroscience laboratory, department of diagnostic medicine, usa, university of texas md anderson cancer center, department of neuro-oncology, usa, stanford university school of medicine, department of psychiatry and behavioral sciences, usa. stanford cancer institute, usa
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Authors
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