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Item Brain Imaging in Pediatric Cancer Survivors: Correlates of Cognitive Impairment(American Society of Clinical Oncology, 2021) Kesler, Shelli R.; Sleurs, Charlotte; McDonald, Brenna C.; Deprez, Sabine; van der Plas, Ellen; Nieman, Brian J.; Radiology and Imaging Sciences, School of MedicineItem Cognitive Dysfunction in Older Breast Cancer Survivors: An Integrative Review(Wolters Kluwer, 2022) Crouch, Adele; Champion, Victoria; Von Ah, Diane; School of NursingBackground: Approximately 60% of the more than 3.8 million breast cancer survivors (BCSs) living in the United States are 60 years or older. Breast cancer survivors experience many symptoms including cognitive dysfunction; however, little is known regarding how age affects these symptoms. Objective: This integrative review was conducted to synthesize the literature on cognitive dysfunction in older BCSs. The purpose was to (1) describe the prevalence of objective and subjective cognitive dysfunctions and (2) examine factors associated with cognitive dysfunction in older BCSs. Methods: Whittemore and Knafl's integrative review methodology was used to examine cognitive dysfunction in BCSs 60 years or older. Results: Twelve quantitative studies were included. Up to 41% of older BCSs experienced cognitive dysfunction on neuropsychological examination, and up to 64% reported cognitive dysfunction on subjective measures pretreatment. Approximately half of older BCSs experienced cognitive decline from pretreatment to posttreatment regardless of cognitive measure. The domains most impacted were memory, executive functioning, and processing speed. Objective and subjective cognitive dysfunctions were associated with age, comorbidities, chemotherapy receipt, sleep, neuropsychological symptom cluster, frailty, and quality of life. Conclusions: Cognitive dysfunction among older BCSs was common both prior to and following treatment. Cognitive dysfunction was associated with multiple factors that are compounded in the aging population and could be detrimental to quality of life and independent living. Implications to practice: Early assessment and intervention by healthcare providers, including nurses, for cognitive dysfunction in older BCSs are essential. Future research should focus on evidence-based interventions for cognitive dysfunction incorporating the unique needs of older BCSs.Item Cognitive function in long-term testicular cancer survivors: impact of modifiable factors(Oxford University Press, 2024) Dinh, Paul C., Jr.; Monahan, Patrick O.; Fung, Chunkit; Sesso, Howard D.; Feldman, Darren R.; Vaughn, David J.; Hamilton, Robert J.; Huddart, Robert; Martin, Neil E.; Kollmannsberger, Christian; Althouse, Sandra; Einhorn, Lawrence H.; Frisin, Robert; Root, James C.; Ahles, Tim A.; Travis, Lois B.; Medicine, School of MedicineNo study has comprehensively examined associated factors (adverse health outcomes, health behaviors, and demographics) affecting cognitive function in long-term testicular cancer survivors (TC survivors). TC survivors given cisplatin-based chemotherapy completed comprehensive, validated surveys, including those that assessed cognition. Medical record abstraction provided cancer and treatment history. Multivariable logistic regression examined relationships between potential associated factors and cognitive impairment. Among 678 TC survivors (median age = 46; interquartile range [IQR] = 38-54); median time since chemotherapy = 10.9 years, IQR = 7.9-15.9), 13.7% reported cognitive dysfunction. Hearing loss (odds ratio [OR] = 2.02; P = .040), neuropathic pain (OR = 2.06; P = .028), fatigue (OR = 6.11; P < .001), and anxiety/depression (OR = 1.96; P = .029) were associated with cognitive impairment in multivariable analyses. Being on disability (OR = 9.57; P = .002) or retired (OR = 3.64; P = .029) were also associated with cognitive decline. Factors associated with impaired cognition identify TC survivors requiring closer monitoring, counseling, and focused interventions. Hearing loss, neuropathic pain, fatigue, and anxiety/depression constitute potential targets for prevention or reduction of cognitive impairment in long-term TC survivors.Item Cognitive function prior to systemic therapy and subsequent well-being in older breast cancer survivors: longitudinal findings from the Thinking and Living with Cancer Study(Wiley, 2020-06) Kobayashi, Lindsay C.; Cohen, Harvey Jay; Zhai, Wanting; Zhou, Xingtao; Small, Brent J.; Luta, George; Hurria, Arti; Carroll, Judith; Tometich, Danielle; McDonald, Brenna C.; Graham, Deena; Jim, Heather S.L.; Jacobsen, Paul; Root, James C.; Saykin, Andrew J.; Ahles, Tim A.; Mandelblatt, Jeanne; Radiology and Imaging Sciences, School of MedicineObjective: To investigate the relationships between self-reported and objectively measured cognitive function prior to systemic therapy and subsequent well-being outcomes over 24 months in older breast cancer survivors. Methods: Data were from 397 women aged 60 to 98 diagnosed with non-metastatic breast cancer in the Thinking and Living with Cancer Study recruited from 2010-2016. Cognitive function was measured at baseline (following surgery, prior to systemic therapy) using neuropsychological assessments of attention, processing speed, and executive function (APE), learning and memory (LM), and the self-reported FACT-Cog scale. Well-being was measured using the FACT-G functional, physical, social, and emotional well-being domain scales at baseline and 12 and 24 months later, scaled from 0 (low) to 100 (high). Linear mixed-effects models assessed the relationships between each of baseline APE, LM, and FACT-Cog quartiles with well-being scores over 24 months, adjusted for confounding variables. Results: At baseline, older survivors in the lowest APE, LM, and FACT-Cog score quartiles experienced poorer global well-being than those in the highest quartiles. At 24 months, older survivors tended to improve in well-being, and there were no differences according to baseline APE or LM scores. At 24 months, mean global well-being was 80.3 (95% CI: 76.2-84.3) among those in the lowest vs 86.6 (95% CI: 83.1-90.1) in the highest FACT-cog quartile, a clinically meaningful difference of 6.3 points (95% CI: 1.5-11.1). Conclusions: Among older breast cancer survivors, self-reported, but not objective cognitive impairments, were associated with lower global well-being over the first 2 years of survivorship.Item Deep learning based analysis of sentiment dynamics in online cancer community forums: An experience(Sage, 2021) Balakrishnan, Athira; Idicula, Sumam Mary; Jones, Josette; Biomedical Engineering and Informatics, Luddy School of Informatics, Computing, and EngineeringOnline health communities (OHC) provide various opportunities for patients with chronic or life-threatening illnesses, especially for cancer patients and survivors. A better understanding of the sentiment dynamics of patients in OHCs can help in the precise formulation of the needs during their treatment. The current study investigated the sentiment dynamics in patients’ narratives in a Breast Cancer community group (Breastcancer.org) to identify the changes in emotions, thoughts, stress, and coping mechanisms while undergoing treatment options, particularly chemotherapy, radiation, and surgery. Sentiment dynamics of users’ posts was performed using a deep learning model. A sentiment change analysis was performed to measure change in the satisfaction level of the users. The deep learning model BiLSTM with sentiment embedding features provided a better F1-score of 91.9%. Sentiment dynamics can assess the difference in satisfaction level the users acquire by interacting with other users in the forum. A comparison of the proposed model with existing models revealed the effectiveness of this methodology.Item Deficit Accumulation Frailty Trajectories of Older Breast Cancer Survivors and Non-Cancer Controls: The Thinking and Living With Cancer Study(Oxford University Press, 2021) Mandelblatt, Jeanne S.; Zhou, Xingtao; Small, Brent J.; Ahn, Jaeil; Zhai, Wanting; Ahles, Tim; Extermann, Martine; Graham, Deena; Jacobsen, Paul B.; Jim, Heather; McDonald, Brenna C.; Patel, Sunita J.; Root, James C.; Saykin, Andrew J.; Cohen, Harvey Jay; Carroll, Judith E.; Radiology and Imaging Sciences, School of MedicineBackground: We evaluated deficit accumulation and how deficits affected cognition and physical activity among breast cancer survivors and non-cancer controls. Methods: Newly diagnosed nonmetastatic survivors (n = 353) and matched non-cancer controls (n = 355) ages 60-98 years without neurological impairments were assessed presystemic therapy (or at enrollment for controls) from August 2010 to December 2016 and followed for 36 months. Scores on a 42-item index were analyzed in growth-mixture models to determine deficit accumulation trajectories separately and combined for survivors and controls. Multilevel models tested associations between trajectory and cognition (FACT-Cog and neuropsychological tests) and physical activity (IPAQ-SF) for survivors and controls. Results: Deficit accumulation scores were in the robust range, but survivors had higher scores (95% confidence intervals [CI]) than controls at 36 months (0.18, 95% CI = 0.16 to 0.19, vs 0.16, 95% CI = 0.14 to 0.17; P = .001), and averages included diverse deficit trajectories. Survivors who were robust but became frailer (8.8%) had similar baseline characteristics to those remaining robust (76.2%) but experienced a 9.6-point decline self-reported cognition (decline of 9.6 vs 3.2 points; P = .04) and a 769 MET minutes per week decline in physical activity (P < .001). Survivors who started and remained prefrail (15.0%) had self-reported and objective cognitive problems. At baseline, frail controls (9.5%) differed from robust controls (83.7%) on deficits and self-reported cognition (P < .001). Within combined trajectories, frail survivors had more sleep disturbances than frail controls (48.6% [SD = 17.4%] vs 25.0% [SD = 8.2%]; P = .05). Conclusions: Most survivors and controls remained robust, and there were similar proportions on a frail trajectory. However, there were differences in deficit patterns between survivors and controls. Survivor deficit accumulation trajectory was associated with patient-reported outcomes. Additional research is needed to understand how breast cancer and its treatments affect deficit accumulation.Item Elevated C-Reactive Protein and Subsequent Patient-Reported Cognitive Problems in Older Breast Cancer Survivors: The Thinking and Living With Cancer Study(American Society of Clinical Oncology, 2023) Carroll, Judith E.; Nakamura, Zev M.; Small, Brent J.; Zhou, Xingtao; Cohen, Harvey J.; Ahles, Tim A.; Ahn, Jaeil; Bethea, Traci N.; Extermann, Martine; Graham, Deena; Isaacs, Claudine; Jim, Heather S. L.; Jacobsen, Paul B.; McDonald, Brenna C.; Patel, Sunita K.; Rentscher, Kelly; Root, James; Saykin, Andrew J.; Tometich, Danielle B.; Van Dyk, Kathleen; Zhai, Wanting; Breen, Elizabeth C.; Mandelblatt, Jeanne S.; Radiology and Imaging Sciences, School of MedicinePurpose: To examine longitudinal relationships between levels of C-reactive protein (CRP) and cognition in older breast cancer survivors and noncancer controls. Methods: English-speaking women age ≥ 60 years, newly diagnosed with primary breast cancer (stage 0-III), and frequency-matched controls were enrolled from September 2010 to March 2020; women with dementia, neurologic disorders, and other cancers were excluded. Assessments occurred presystemic therapy/enrollment and at annual visits up to 60 months. Cognition was measured using the Functional Assessment of Cancer Therapy-Cognitive Function and neuropsychological testing. Mixed linear effect models tested for survivor-control differences in natural log (ln)-transformed CRP at each visit. Random effect-lagged fluctuation models tested directional effects of ln-CRP on subsequent cognition. All models controlled for age, race, study site, cognitive reserve, obesity, and comorbidities; secondary analyses evaluated if depression or anxiety affected results. Results: There were 400 survivors and 329 controls with CRP specimens and follow-up data (average age of 67.7 years; range, 60-90 years). The majority of survivors had stage I (60.9%), estrogen receptor-positive (87.6%) tumors. Survivors had significantly higher adjusted mean ln-CRP than controls at baseline and 12-, 24-, and 60-month visits (all P < .05). Higher adjusted ln-CRP predicted lower participant-reported cognition on subsequent visits among survivors, but not controls (P interaction = .008); effects were unchanged by depression or anxiety. Overall, survivors had adjusted Functional Assessment of Cancer Therapy-Cognitive Function scores that were 9.5 and 14.2 points lower than controls at CRP levels of 3.0 and 10.0 mg/L. Survivors had poorer neuropsychological test performance (v controls), with significant interactions with CRP only for the Trails B test. Conclusion: Longitudinal relationships between CRP and cognition in older breast cancer survivors suggest that chronic inflammation may play a role in development of cognitive problems. CRP testing could be clinically useful in survivorship care.Item Prediction of cognitive decline in older breast cancer survivors: the Thinking and Living with Cancer study(Oxford University Press, 2024) McDeed, Arthur Patrick; Van Dyk, Kathleen; Zhou, Xingtao; Zhai, Wanting; Ahles, Tim A.; Bethea, Traci N.; Carroll, Judith E.; Cohen, Harvey Jay; Nakamura, Zev M.; Rentscher, Kelly E.; Saykin, Andrew J.; Small, Brent J.; Root, James C.; Jim, Heather; Patel, Sunita K.; Mcdonald, Brenna C.; Mandelblatt, Jeanne S.; Ahn, Jaeil; Radiology and Imaging Sciences, School of MedicinePurpose: Cancer survivors commonly report cognitive declines after cancer therapy. Due to the complex etiology of cancer-related cognitive decline (CRCD), predicting who will be at risk of CRCD remains a clinical challenge. We developed a model to predict breast cancer survivors who would experience CRCD after systematic treatment. Methods: We used the Thinking and Living with Cancer study, a large ongoing multisite prospective study of older breast cancer survivors with complete assessments pre-systemic therapy, 12 months and 24 months after initiation of systemic therapy. Cognition was measured using neuropsychological testing of attention, processing speed, and executive function (APE). CRCD was defined as a 0.25 SD (of observed changes from baseline to 12 months in matched controls) decline or greater in APE score from baseline to 12 months (transient) or persistent as a decline 0.25 SD or greater sustained to 24 months. We used machine learning approaches to predict CRCD using baseline demographics, tumor characteristics and treatment, genotypes, comorbidity, and self-reported physical, psychosocial, and cognitive function. Results: Thirty-two percent of survivors had transient cognitive decline, and 41% of these women experienced persistent decline. Prediction of CRCD was good: yielding an area under the curve of 0.75 and 0.79 for transient and persistent decline, respectively. Variables most informative in predicting CRCD included apolipoprotein E4 positivity, tumor HER2 positivity, obesity, cardiovascular comorbidities, more prescription medications, and higher baseline APE score. Conclusions: Our proof-of-concept tool demonstrates our prediction models are potentially useful to predict risk of CRCD. Future research is needed to validate this approach for predicting CRCD in routine practice settings.Item Privacy Issues in Young Onset Colorectal Cancer Patients and Survivors(2022-12) Hecklinski, Tiffany Marie; Longtin, Krista; Brann, Maria; Bute, Jennifer J.; Palmer, Megan M.The occurrence of colorectal cancer among those over the age of 50 is decreasing; conversely, the rate of diagnosis for those under 50 years old is increasing. While medical researchers scramble to identify the cause for this increase, young onset colorectal cancer (YOCC) patients and survivors are left to navigate a new normal. This new normal often includes awkward and troublesome concerns such as scarring, colostomy bags, and bowel problems. Contrary to those diagnosed with colorectal cancer later in life, those that are diagnosed at a younger age are forced to deal with these issues for many years. The purpose of this exploratory study was to identify privacy issues surrounding YOCC. Because of the significant increase in diagnoses, YOCC is now being researched independently from colorectal cancer in general. The topic of privacy has been researched in academic disciplines, including medicine. Privacy issues surrounding cancer have been researched, as well. Yet, the topic of privacy concerns facing YOCC patients/survivors has been overlooked. It is important to identify privacy concerns specific to YOCC patients/survivors as the information could help health care providers, communication scholars, and caregivers. Patient narratives were analyzed employing thematic analysis to identify privacy concerns of YOCC patients/survivors through the lens of Communication Privacy Management theory (CPM theory). Results indicated that participants discussed disclosure of their YOCC journey as a process. Within this disclosure process, YOCC patients/survivors identified specific privacy issues that influenced the way they disclosed or concealed information specific to their illness. There is a growing need for more research into the YOCC community due to the increase in diagnosis rates and their unique privacy concerns. Potential topics for future research include the impact of COVID-19, patient desire to help others, social media influence on disclosure, how patient disclosure could impact provider training, dating with YOCC, and specific demographic research.Item Response to Dekker, Stege, and Versteeg(Oxford University Press, 2021) Mandelblatt, Jeanne S.; Zhou, Xingtao; Small, Brent J.; Ahn, Jaeil; Zhai, Wanting; Ahles, Tim; Extermann, Martine; Graham, Deena; Jacobsen, Paul B.; Jim, Heather; McDonald, Brenna C.; Patel, Sunita K.; Root, James C.; Saykin, Andrew J.; Cohen, Harvey Jay; Carroll, Judith E.; Radiology and Imaging Sciences, School of Medicine