1
|
Cardenas V, Li Y, Shrestha S, Xue H. Prediction of Breast Cancer Remission. Qual Manag Health Care 2025; 34:173-180. [PMID: 40167483 DOI: 10.1097/qmh.0000000000000513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
BACKGROUND AND OBJECTIVES This study aims to use electronic health records (EHR) and social determinants of health (SDOH) data to predict breast cancer remission. The emphasis is placed on utilizing easily accessible information to improve predictive models, facilitate the early detection of high-risk patients, and facilitate targeted interventions and personalized care strategies. METHODS This study identifies individuals who are unlikely to respond to standard treatment of breast cancer. The study identified 1621 patients with breast cancer by selecting patients who received tamoxifen in the All of Us Research Database. The dependent variable, remission, was defined using tamoxifen exposure as a proxy. Data preprocessing involved creating dummy variables for diseases, demographic, and socioeconomic factors and handling missing values to maintain data integrity. For the feature selection phase, we utilized the strong rule for feature elimination and then logistic least absolute shrinkage and selection operator regression with 5-fold cross-validation to reduce the number of predictors by retaining only those with coefficients with an absolute value greater than 0.01. We then trained machine learning models using logistic regression, random forest, naïve Bayes, and extreme gradient boost using area under the receiver operating curve (AUROC) metric to score model performance. This created race-neutral model performance. Finally, we analyzed model performance for race and ethnicity test populations including Non-Hispanic White, Non-Hispanic Black, Hispanic, and Other Race or Ethnicity. These generated race-specific model performance. RESULTS The model achieved an AUROC range between 0.68 and 0.75, with logistic regression and random forest trained on data without interaction terms demonstrating the best performance. Feature selection identified significant factors such as melanocytic nevus and bone disorders, highlighting the importance of these factors in predictive accuracy. Race-specific model performance was lower than race-neutral model performance for Non-Hispanic Blacks, and Other Race and Ethnicity Groups. CONCLUSIONS In conclusion, our research demonstrates the feasibility of predicting breast cancer non-remission using EHR and SDOH data, achieving acceptable performance without complex predictors. Addressing the data quality limitations and refining remission indicators can further improve the models' utility for early treatment decisions, fostering improved patient outcomes and support throughout the cancer journey.
Collapse
Affiliation(s)
- Vladimir Cardenas
- Author Affiliations: Health and Administration Policy Department, College of Public Health, George Mason University, Fairfax, Virginia
| | | | | | | |
Collapse
|
2
|
Bettariga F, Taaffe DR, Crespo-Garcia C, Clay TD, Galvão DA, Newton RU. Effects of resistance training vs high intensity interval training on body composition, muscle strength, cardiorespiratory fitness, and quality of life in survivors of breast cancer: a randomized trial. Breast Cancer Res Treat 2025; 210:261-270. [PMID: 39557768 DOI: 10.1007/s10549-024-07559-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Accepted: 11/06/2024] [Indexed: 11/20/2024]
Abstract
PURPOSE Breast cancer treatments often lead to unfavourable changes in body composition, physical fitness, and quality of life (QoL). We compared the effects of resistance training (RT) and high-intensity interval training (HIIT) on these outcomes in survivors of breast cancer. METHODS Twenty-eight survivors of breast cancer, post-treatment (Stage I-III), aged 55.5 ± 8.8 years and body mass index 27.9 ± 5 kg/m2 were randomly allocated to a 12-week supervised RT (n = 14) or HIIT (n = 14) intervention, 3 days per week. Body composition (dual energy x-ray absorptiometry), upper and lower body muscle strength (1-repetition maximum), cardiorespiratory fitness (CRF) (Ekblom Bak Cycle Test), and QoL domains (EORTC QLQ-C30 and EORTC QLQ-BR45) were assessed at baseline and 12 weeks. RESULTS There were no significant differences between groups at baseline. Exercise attendance ranged from 81 to 85%. Between groups, there were significant differences (p ≤ 0.001) after 12 weeks in chest press strength for RT (mean difference [MD] = 4.7 kg) and CRF for HIIT (MD = 1.9 ml/min/kg). Within groups, there were significant improvements (p < 0.05) for % lean mass and % fat mass in both RT and HIIT, as well as for upper and lower body muscle strength, CRF, and QoL domains. No major adverse events were noted. CONCLUSION Both exercise groups improved body composition, physical fitness, and QoL domains over 12 weeks of RT or HIIT, although mode-specific benefits were apparent with more substantial improvements in lean mass and muscle strength with RT and reductions in % fat mass and improved CRF with HIIT. Tailored exercise programs should address the specific health needs of each patient.
Collapse
Affiliation(s)
- Francesco Bettariga
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Dennis R Taaffe
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Cristina Crespo-Garcia
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Timothy D Clay
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
- Department of Oncology, St John of God Subiaco Hospital, Perth, WA, Australia
| | - Daniel A Galvão
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Robert U Newton
- Exercise Medicine Research Institute, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia.
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia.
- School of Human Movement and Nutrition Sciences, University of Queensland, St Lucia, Australia.
| |
Collapse
|
3
|
Hu Y, Wiley J, Jiang L, Wang X, Yi R, Xu J, Liu Y, Weng A, Zou F, Im EO. Digital humanistic program to manage premature frailty in young breast cancer survivors with gender perspective. NPJ Digit Med 2025; 8:35. [PMID: 39820349 PMCID: PMC11739469 DOI: 10.1038/s41746-025-01439-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 01/05/2025] [Indexed: 01/19/2025] Open
Abstract
Premature frailty is a critical challenge for young breast cancer survivors (YBCSs), impacting their health and perpetuating gender inequality through heightened vulnerability and marginalization. While digital health shows promise in frailty screening, its effectiveness for comprehensively managing frailty remains inconclusive. This randomized controlled trial, registered at the Chinese Clinical Trial Registry (ChiCTR2200058823), tests the "AI-TA" program's efficacy on premature frailty and quality of life in YBCSs. The intervention group received a gender- and generation-sensitive program combining artificial intelligence interactions and humanities skills. The control group received 12 weeks of online information support. Both groups improved in frailty dimensions (P < 0.05); the intervention group showed notable enhancements in psychological (P = 0.013) and social frailty (P < 0.001). Quality of life also improved more in the intervention group from T1 to T2 (β = 15.384, 95% CI:13.028-17.740, P < 0.001). Results show a gender- and generation-sensitive digital humanistic program can optimize frailty management, promoting survivorship and gender equity.
Collapse
Affiliation(s)
- Yun Hu
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China.
| | - Joshua Wiley
- Turner Institute for Brain and Mental Health and School of Psychological Sciences, Monash University, Melbourne, VIC, Australia
| | - Lulu Jiang
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Xiyi Wang
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Ran Yi
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Jiehui Xu
- Renji Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yanyan Liu
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Aozhou Weng
- School of Nursing, Shanghai Jiao Tong University, Shanghai, China
| | - Futai Zou
- School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Eun-Ok Im
- School of Nursing, The University of Texas at Austin, Austin, TX, USA
| |
Collapse
|
4
|
Wang Y, Zhong P, Wang C, Huang W, Yang H. Genetic overlap between breast cancer and sarcopenia: exploring the prognostic implications of SLC38A1 gene expression. BMC Cancer 2024; 24:1533. [PMID: 39695419 DOI: 10.1186/s12885-024-13326-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Accepted: 12/10/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND Sarcopenia, an age-related syndrome characterized by a decline in muscle mass, not only affects patients' quality of life but may also increase the risk of breast cancer recurrence and reduce survival rates. Therefore, investigating the genetic mechanisms shared between breast cancer and sarcopenia is significant for the prevention, diagnosis, and treatment of breast cancer. METHODS This study downloaded gene expression datasets and clinical data related to breast cancer and skeletal muscle aging from the GEO database. Data preprocessing, integration, differential gene identification, functional enrichment analysis, and construction of protein-protein interaction networks were performed using R language. Subsequently, COX proportional hazards model analysis and survival analysis were conducted, and survival curves and nomograms were generated. The expression levels of genes in tissues were detected using qRT-PCR, and the Radiant DICOM viewer software was used to delineate the pectoralis major muscle area in CT images. RESULTS We identified 152 differentially expressed genes (P < .05) and 226 sarcopenia-related genes (r > .4) associated with skeletal muscle aging. The TCGA-BRCA dataset revealed 106 genes associated with breast cancer (P < .05, logFC = 1). Functional enrichment analysis indicated significant enrichment in cell proliferation and growth pathways. The PPI network identified critical molecules involved in muscle aging and tumor progression. After dimensionality reduction, a strong correlation was observed between the expression of the muscle aging-related gene set and the prognosis of breast cancer patients (P < .01). The expression of SLC38A1 identified through multivariate COX analysis was significantly associated with poor prognosis in breast cancer patients (P = .03). Incorporating SLC38A1 expression, the prognostic model precisely forecasted breast cancer survival (P < .01). External validation confirmed the higher expression of the SLC38A1 gene in breast cancer tissues compared to adjacent non-cancerous tissues (P < .01). The SLC38A1 index, calculated in combination with the patient's age and BMI, can optimize the prognostic prediction model, providing a powerful tool for personalized treatment of breast cancer. CONCLUSION High SLC38A1 gene expression was significantly associated with poor prognosis in breast cancer patients. The combination of SLC38A1 expression and the pectoralis major muscle area provided an optimized prognostic prediction model, offering a potential tool for personalized breast cancer treatment.
Collapse
Affiliation(s)
- Ye Wang
- Internet Hospital Operation Department, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Pei Zhong
- First clinical college of medicine, Guangxi Medical University, Nanning, China
| | - Congjun Wang
- Guangxi Zhuang Autonomous Region Engineering Research Center for Artificial Intelligence Analysis of Multimodal Tumor Images, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Weijia Huang
- Guangxi Zhuang Autonomous Region Engineering Research Center for Artificial Intelligence Analysis of Multimodal Tumor Images, The First Affiliated Hospital of Guangxi Medical University, Nanning, China
| | - Hong Yang
- Department of Medical Ultrasound, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Zhuang Autonomous Region, China.
| |
Collapse
|
5
|
Alahmari KA, Reddy RS. Knee proprioception, muscle strength, and stability in Type 2 Diabetes Mellitus- A cross-sectional study. Heliyon 2024; 10:e39270. [PMID: 39498014 PMCID: PMC11533566 DOI: 10.1016/j.heliyon.2024.e39270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2024] [Revised: 10/10/2024] [Accepted: 10/10/2024] [Indexed: 11/07/2024] Open
Abstract
Background The burgeoning prevalence of Type 2 Diabetes Mellitus (T2DM) has been linked to a spectrum of health complications, including those affecting the musculoskeletal system. Knee proprioception, muscle strength, and stability are essential for maintaining functional mobility and preventing falls, yet their relationship with T2DM is not fully elucidated. Objectives This study aimed to compare knee proprioception, muscle strength, and limits of stability (LOS) between individuals with T2DM and asymptomatic controls and to examine the moderating role of physical activity on these relationships. Methods In a cross-sectional design, 192 participants (96 with T2DM and 96 asymptomatic) underwent assessments for knee proprioception using a digital inclinometer, muscle strength via a handheld dynamometer, and LOS through dynamic posturography, graded as a percentage of maximum lean without losing balance. Results Our analysis revealed that individuals with T2DM demonstrated reduced knee muscle strength, with mean differences of 12.90 Nm (right) and 18.80 Nm (left) in 25° of flexion, and 25.78 Nm (right) and 26.36 Nm (left) in 40° of flexion, compared to asymptomatic controls. Proprioception errors were greater in the T2DM group (p < 0.001), with significant deficits noted in both knee 25° of flexion and 40° of flexion. Stability limits were also compromised, with the T2DM group displaying a decreased ability to maintain balance across all tested directions (p < 0.001). Physical activity emerged as a positive moderator, with higher activity levels correlating with improved muscle strength and stability. Conclusion T2DM significantly impairs musculoskeletal function, highlighting the need for integrated management strategies. The study underscores the importance of physical activity in mitigating T2DM-related musculoskeletal deterioration, suggesting that therapeutic interventions should include a focus on enhancing muscle strength and stability to improve the quality of life in this population.
Collapse
Affiliation(s)
- Khalid A. Alahmari
- Department of Medical Rehabilitation Sciences, College of Applied Medical Sciences, King Khalid University, Abha, 61421, Saudi Arabia
| | - Ravi Shankar Reddy
- Department of Medical Rehabilitation Sciences, College of Applied Medical Sciences, King Khalid University, Abha, 61421, Saudi Arabia
| |
Collapse
|
6
|
Ispoglou T, McCullough D, Windle A, Nair S, Cox N, White H, Burke D, Kanatas A, Prokopidis K. Addressing cancer anorexia-cachexia in older patients: Potential therapeutic strategies and molecular pathways. Clin Nutr 2024; 43:552-566. [PMID: 38237369 DOI: 10.1016/j.clnu.2024.01.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 01/04/2024] [Accepted: 01/10/2024] [Indexed: 02/03/2024]
Abstract
Cancer cachexia (CC) syndrome, a feature of cancer-associated muscle wasting, is particularly pronounced in older patients, and is characterised by decreased energy intake and upregulated skeletal muscle catabolic pathways. To address CC, appetite stimulants, anabolic drugs, cytokine mediators, essential amino acid supplementation, nutritional counselling, cognitive behavioural therapy, and enteral nutrition have been utilised. However, pharmacological treatments that have also shown promising results, such as megestrol acetate, anamorelin, thalidomide, and delta-9-tetrahydrocannabinol, have been associated with gastrointestinal and cardiovascular complications. Emerging evidence on the efficacy of probiotics in modulating gut microbiota also presents a promising adjunct to traditional therapies, potentially enhancing nutritional absorption and systemic inflammation control. Additionally, low-dose olanzapine has demonstrated improved appetite and weight management in older patients undergoing chemotherapy, offering a potential refinement to current therapeutic approaches. This review aims to elucidate the molecular mechanisms underpinning CC, with a particular focus on the role of anorexia in exacerbating muscle wasting, and to propose pharmacological and non-pharmacological strategies to mitigate this syndrome, particularly emphasising the needs of an older demographic. Future research targeting CC should focus on refining appetite-stimulating drugs with fewer side-effects, specifically catering to the needs of older patients, and investigating nutritional factors that can either enhance appetite or minimise suppression of appetite in individuals with CC, especially within this vulnerable group.
Collapse
Affiliation(s)
| | | | - Angela Windle
- Department of Nursing and Midwifery, School of Human and Health Sciences, University of Huddersfield, Huddersfield, UK; School of Medicine, University of Leeds, Leeds, UK
| | | | - Natalie Cox
- Academic Geriatric Medicine, Faculty of Medicine, University of Southampton, Southampton, UK
| | - Helen White
- School of Health, Leeds Beckett University, Leeds, UK
| | - Dermot Burke
- School of Medicine, University of Leeds, Leeds, UK
| | | | - Konstantinos Prokopidis
- Department of Musculoskeletal and Ageing Science, Institute of Life Course and Medical Sciences, University of Liverpool, Liverpool, UK; Liverpool Centre for Cardiovascular Science, University of Liverpool, Liverpool, UK
| |
Collapse
|
7
|
Roberto M, Barchiesi G, Resuli B, Verrico M, Speranza I, Cristofani L, Pediconi F, Tomao F, Botticelli A, Santini D. Sarcopenia in Breast Cancer Patients: A Systematic Review and Meta-Analysis. Cancers (Basel) 2024; 16:596. [PMID: 38339347 PMCID: PMC10854936 DOI: 10.3390/cancers16030596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Revised: 01/20/2024] [Accepted: 01/23/2024] [Indexed: 02/12/2024] Open
Abstract
(1) Background: We estimated the prevalence and clinical outcomes of sarcopenia among breast cancer patients. (2) Methods: A systematic literature search was carried out for the period between July 2023 and October 2023. Studies with breast cancer patients evaluated for sarcopenia in relation to overall survival (OS), progression-free survival (PFS), relapse of disease (DFS), pathological complete response (pCR), or toxicity to chemotherapy were included. (3) Results: Out of 359 screened studies, 16 were eligible for meta-analysis, including 6130 patients, of whom 5284 with non-MBC. Sarcopenia was evaluated with the computed tomography (CT) scan skeletal muscle index and, in two studies, with the dual-energy x-ray absorptiometry (DEXA) appendicular lean mass index. Using different classifications and cut-off points, overall, there were 2007 sarcopenic patients (33%), of whom 1901 (95%) presented with non-MBC. Sarcopenia was associated with a 33% and 29% higher risk of mortality and progression/relapse of disease, respectively. Sarcopenic patients were more likely to develop grade 3-4 toxicity (OR 3.58, 95% CI 2.11-6.06, p < 0.0001). In the neoadjuvant setting, a higher rate of pCR was observed among sarcopenic patients (49%) (OR 2.74, 95% CI 0.92-8.22). (4) Conclusions: Our meta-analysis confirms the correlation between sarcopenia and negative outcomes, especially in terms of higher toxicity.
Collapse
Affiliation(s)
- Michela Roberto
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| | - Giacomo Barchiesi
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| | - Blerina Resuli
- Department of Medicine V, University Hospital Munich, Ziemssenstraße 5, 80336 Munich, Germany
| | - Monica Verrico
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| | - Iolanda Speranza
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| | - Leonardo Cristofani
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| | - Federica Pediconi
- Department of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, Viale Regina Elena, 324, 00161 Rome, Italy;
| | - Federica Tomao
- Department of Maternal and Child Health and Urological Sciences, Sapienza University of Rome, Viale Regina Elena, 324, 00161 Rome, Italy;
| | - Andrea Botticelli
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| | - Daniele Santini
- UOC Oncologia A, Department of Hematology, Oncology and Dermatology, Policlinico Umberto I University Hospital, Sapienza University o f Rome, Viale Regina Elena, 324, 00161 Rome, Italy; (M.R.); (G.B.); (M.V.); (I.S.); (L.C.); (A.B.); (D.S.)
| |
Collapse
|