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Li JB, Guo SS, Liu T, Lin ZC, Gong WJ, Tang LQ, Guo L, Mo HY, Mai HQ, Chen QY. Joint modeling of longitudinal health-related quality of life during concurrent chemoradiotherapy period and long-term survival among patients with advanced nasopharyngeal carcinoma. Radiat Oncol 2024; 19:125. [PMID: 39304905 DOI: 10.1186/s13014-024-02473-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: 11/15/2022] [Accepted: 06/16/2024] [Indexed: 09/22/2024] Open
Abstract
BACKGROUND To investigate the prognosis of longitudinal health-related quality of life (HRQOL) during concurrent chemoradiotherapy (CCRT) on survival outcomes in patients with advanced nasopharyngeal carcinoma (NPC). METHODS During 2012-2014, 145 adult NPC patients with stage II-IVb NPC were investigated weekly using the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire core 30 (EORCT QLQ-C30) during their CCRT period. The effects of longitudinal trends of HRQOL on survival outcomes were estimated using joint modeling, and hazard ratios (HRs) with 95% confidence intervals (95% CIs) were reported as a 10-point increase in HRQOL scores. RESULTS After a median follow-up of 83.4 months, the multivariable models showed significant associations of longitudinal increasing scores in fatigue and appetite loss during the CCRT period with distant metastasis-free survival: 10-point increases in scores of fatigue and appetite loss domains during CCRT period were significantly associated with 75% (HR: 1.75, 95% CI: 1.01, 3.02; p = 0.047) and 59% (HR: 1.59, 95% CI: 1.09, 2.59; p = 0.018) increase in the risk of distant metastasis, respectively. The prognostic effects of the longitudinal HRQOL trend on overall survival and progress-free survival were statistically non-significant. CONCLUSION Increases in fatigue and appetite loss of HRQOL during the CCRT period are significantly associated with high risks of distant metastasis in advanced NPC patients. Nutritional support and psychological intervention are warranted for NPC patients during the treatment period.
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Grants
- No.81803105, No.81425018, No.81672868, No.82002852 and No.81802775 National Natural Science Foundation of China
- No.81803105, No.81425018, No.81672868, No.82002852 and No.81802775 National Natural Science Foundation of China
- No.81803105, No.81425018, No.81672868, No.82002852 and No.81802775 National Natural Science Foundation of China
- No.81803105, No.81425018, No.81672868, No.82002852 and No.81802775 National Natural Science Foundation of China
- No.81803105, No.81425018, No.81672868, No.82002852 and No.81802775 National Natural Science Foundation of China
- No.81803105, No.81425018, No.81672868, No.82002852 and No.81802775 National Natural Science Foundation of China
- No. 2018A030310238, No.2017A030312003 Natural Science Foundation of Guangdong Province
- No. A2018201 Medical Science and Technology Research Fund of Guangdong Province
- 2022YFC2705005 National Key Research and Development Program of China
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Affiliation(s)
- Ji-Bin Li
- Department of Clinical Research, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Shan-Shan Guo
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Ting Liu
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Zhuo-Chen Lin
- Department of Medical Records, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510080, People's Republic of China
| | - Wei-Jie Gong
- Department of General Practice, Health Science Center, Shenzhen University, Shenzhen, 518037, People's Republic of China
| | - Lin-Quan Tang
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Ling Guo
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Hao-Yuan Mo
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Hai-Qiang Mai
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China
| | - Qiu-Yan Chen
- Department of Nasopharyngeal Carcinoma, Sun Yat-Sen University Cancer Center, 651 Dong Feng East Road, Guangzhou, 510060, People's Republic of China.
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-Sen University Cancer Center, Guangzhou, 510060, People's Republic of China.
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Song J, Yang X, Wu J, Wu Z, Niu S, Zhuo L, Lyu W, Ye J, Fang Y, Zhan Z, Zhang H, Li X, Hong J, Su L. The association analysis between fatigue and body composition loss in patients with nasopharyngeal carcinoma during radiotherapy: An observational longitudinal study. Radiother Oncol 2024; 197:110340. [PMID: 38797492 DOI: 10.1016/j.radonc.2024.110340] [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: 10/06/2023] [Revised: 05/02/2024] [Accepted: 05/12/2024] [Indexed: 05/29/2024]
Abstract
PURPOSE This study aimed to reveal the association of fatigue with weekly changes in the body composition in patients with nasopharyngeal carcinoma (NPC) and identified the independent strength. METHODS Four body composition indexes and fatigue were assessed before treatment (T0, baseline) and once a week throughout radiotherapy (T1-T7). Generalized additive mixed models (GAMMs) were used to explore the trajectories and longitudinal relationships of fatigue and weekly changes in body composition. The marginal structural model (MSM) was used to control the effect of depression and anxiety. RESULTS The trajectories of fatigue in 105 participants reached a peak in the fifth week, and changes in body composition started appearing from the second week. Four body composition indexes, weight, body mass index (BMI), body fat rate, and lean body weight loss weekly were positively associated with fatigue. High magnitude of effects was revealed when anxiety and depression were controlled as time-dependent confounders. The positive associations with fatigue were manifested in patients aged >53 years, those with senior high and above education, no drinking, >5000 Y/month of family inflow, ≥ stage III, or those receiving a dose of ≥70 Gy, ≥3 cycles of induced chemotherapy, and ≤1 cycle of concurrent chemotherapy. CONCLUSIONS Loss of weight, BMI, body fat rate, and lean body weight could be used to independently evaluate the development of fatigue in patients with NPC during radiotherapy. Positive associations between fatigue and weekly body composition loss were found in patients with certain characteristics.
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Affiliation(s)
- Jihong Song
- School of Nursing, Fujian Medical University, Fuzhou, China; School of Nursing, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Xinru Yang
- School of Nursing, Fujian Medical University, Fuzhou, China
| | - Jieling Wu
- School of Nursing, Fujian Medical University, Fuzhou, China
| | - Zilan Wu
- School of Nursing, Fujian Medical University, Fuzhou, China
| | - Sitian Niu
- School of Nursing, Fujian Medical University, Fuzhou, China
| | - Litao Zhuo
- School of Nursing, Fujian Medical University, Fuzhou, China
| | - Wenlong Lyu
- Department of Radiotherapy, Cancer Center, The First Affiliated Hospital of Fujian Medical University, China; Department of Radiotherapy, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, China; Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, the First Affiliated Hospital, Fujian Medical University, China
| | - Jinru Ye
- Department of Radiotherapy, Cancer Center, The First Affiliated Hospital of Fujian Medical University, China; Department of Radiotherapy, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, China; Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, the First Affiliated Hospital, Fujian Medical University, China
| | - Yan Fang
- Nursing Department, The First Affiliated Hospital of Fujian Medical University, China
| | - Zhiying Zhan
- Department of Epidemiology and Health Statistics, Fujian Provincial Key Laboratory of Environment Factors and Cancer, School of Public Health, Fujian Medical University, China
| | - Hairong Zhang
- Fujian Center for Disease Control and Prevention, China
| | - Xiaomei Li
- School of Nursing, Health Science Center, Xi'an Jiaotong University, Xi'an, China
| | - Jinsheng Hong
- Department of Radiotherapy, Cancer Center, The First Affiliated Hospital of Fujian Medical University, China; Department of Radiotherapy, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, China; Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, the First Affiliated Hospital, Fujian Medical University, China.
| | - Li Su
- Department of Radiotherapy, Cancer Center, The First Affiliated Hospital of Fujian Medical University, China; Department of Radiotherapy, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, China; Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, the First Affiliated Hospital, Fujian Medical University, China.
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Weng KG, Lei HK, Shen DS, Wang Y, Zhu XD. Treatment-Related Lymphopenia is Possibly a Marker of Good Prognosis in Nasopharyngeal Carcinoma: a Propensity-Score Matching Analysis. Cancer Manag Res 2024; 16:603-616. [PMID: 38855327 PMCID: PMC11162643 DOI: 10.2147/cmar.s456717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 05/21/2024] [Indexed: 06/11/2024] Open
Abstract
Purpose The aims of the study were to monitor circulating lymphocyte subset counts before and after therapy for nasopharyngeal carcinoma (NPC), and investigate their relationships with patient outcomes. Patients and Methods Subjects comprised patients with TNM stage I-IVA NPC who underwent radiotherapy. Peripheral venous blood samples were collected before and after treatment. Lymphocyte subset counts were analyzed by flow cytometry. Differences between post-treatment and baseline counts were calculated to determine Δ values. Patients were divided into high and low groups, based on median lymphocyte subset counts; propensity score matching was applied to balance groups. Progression-free survival (PFS) and overall survival (OS) were plotted using Kaplan-Meier curves and compared using a Log rank test. Relationships between lymphocyte subset counts and patient survival were subjected to Cox regression analysis. Results Patients with NPC (n=746) were enrolled from 2012-2022. Higher CD8+ and total T cell baseline counts were associated with better 5-year PFS (73.7% vs 63.1%, P=0.002 and 73.8% vs 64.1%, P=0.005, respectively). Similarly, higher Δ values of CD4+ and total T cells were associated with higher 5-year PFS (76.2% vs 63.5%, P=0.001; 74.3% vs 65.4%, P=0.010) and OS (89.8% vs 81.6%, P=0.005; 88.6% vs 82.5%, P=0.009). Multivariate Cox regression revealed that CD8+ (hazard ratio (HR) 0.651, P=0.002) and total T (HR 0.600, P<0.001) cells were significantly associated with PFS. CD4+ (HR 0.708, P=0.038) and total T (HR 0.639, P=0.031) cells were independent prognostic factors for OS. Conclusion NPC patients with low total or CD8+ T cell counts before treatment had worse prognosis; however, those with more significant decreases in total or CD4+ T cells possibly had better outcomes. T cell counts can be reliable indicators to predict prognosis.
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Affiliation(s)
- Ke-gui Weng
- Department of Radiation Oncology, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, People’s Republic of China
- Department of Radiation Oncology, Chongqing University Cancer Hospital, Chongqing, People’s Republic of China
| | - Hai-ke Lei
- Department of Radiation Oncology, Chongqing University Cancer Hospital, Chongqing, People’s Republic of China
| | - De-Song Shen
- Department of Oncology, Liuzhou People’s Hospital Affiliated to Guangxi Medical University, Liuzhou, Guangxi, People’s Republic of China
| | - Ying Wang
- Department of Radiation Oncology, Chongqing University Cancer Hospital, Chongqing, People’s Republic of China
| | - Xiao-Dong Zhu
- Department of Radiation Oncology, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, People’s Republic of China
- Department of Oncology, Wuming Hospital of Guangxi Medical University, Nanning, Guangxi, People’s Republic of China
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Xie SR, Ma L, Xu XY, Zhou S, Xie HM, Xie CS. Effects of Aromatherapy on Physical and Mental Health of Cancer Patients Undergoing Radiotherapy and/or Chemotherapy: A Meta-Analysis. Chin J Integr Med 2024; 30:449-457. [PMID: 38488996 DOI: 10.1007/s11655-024-3659-y] [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] [Accepted: 01/03/2024] [Indexed: 03/17/2024]
Abstract
BACKGROUP Currently, aromatherapy is being increasingly utilized in clinical practice, particularly in managing the side effects associated with radiotherapy and chemoradiotherapy. However, it remains to be established whether aromatherapy can effectively alleviate these symptoms. OBJECTIVE To investigate the effects of aromatherapy on the physical and mental health of patients with cancer undergoing radiotherapy and chemotherapy. METHODS Seven databases were researched from inception until September 29, 2023, including PubMed, Scopus, and Web of Science, Chinese National Knowledge Infrastructure, Wanfang database, China Biology Medicine disc and VIP Chinese Medical Journal Database. Review Manager version 5.3 was utilized for data analysis. The Cochrane Risk of Bias tool RoB2 was employed to evaluate the quality of the literature included in the study. Evidence quality rating was assessed using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) approach through the GRADEpro GDT online tool. RESULTS Nineteen studies involving 1,541 patients were included. Aromatherapy can alleviate nausea [relative risk (RR)=0.64, 95% confidence interval (CI): 0.53 to 0.78, P<0.05, I2=46%; standardized mean difference (SMD)=-0.86, 95% CI: -1.21 to -0.51, P<0.05, I2=64%] and vomiting (RR=0.54, 95% CI: 0.42 to 0.69, P<0.05, I2=35%; SMD=-1.28, 95% CI: -1.52 to -1.03, P<0.05, I2=92%), improve sleep disorders [mean difference (MD)=-3.39, 95% CI: -3.95 to -2.84, P<0.05, I2=0%], relieve pain (SMD=-1.58, 95% CI: -1.96 to -1.21, P<0.05, I2=0%), mitigate fatigue (SMD=-1.28, 95% CI: -2.44 to -0.11, P<0.05, I2=93%) and enhance quality of life (SMD=0.50, 95% CI: 0.22 to 0.79, P<0.05, I2=0%) in cancer patients after radiotherapy and chemotherapy, but it may not have a significant effect on anxiety. The risk of bias was high in the included studies using the Cochrane Risk of Bias tool RoB2, and no studies were considered to be of high grade according to the GRADE system. CONCLUSIONS Aromatherapy is an efficacious, safe and economic adjunctive therapy for cancer patients, which can mend the physical symptoms and mental health of cancer patients. However, more high-quality studies are needed to verify it. (PROSPERO registration No. CRD42023390171).
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Affiliation(s)
- Shuang-Ran Xie
- The First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Liang Ma
- The First Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, 310053, China
| | - Xin-Yu Xu
- Department of Medical Oncology, Hangzhou Traditional Chinese Medicine Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, 310007, China
| | - Shu Zhou
- Department of Dermatology, the Third Xiangya Hospital, Central South University, Changsha, 410013, China
| | - Hui-Miao Xie
- Department of Famous Chinese Medicine Clinic, the Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, 310005, China
| | - Chang-Sheng Xie
- Department of Medical Oncology, the First Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, 310006, China.
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Song J, Yang X, Wu J, Wu Z, Zhuo L, Hong J, Su L, Lyu W, Ye J, Fang Y, Zhan Z, Zhang H, Li X. Could nutrition status predict fatigue one week before in patients with nasopharynx cancer undergoing radiotherapy? Cancer Med 2024; 13:e7191. [PMID: 38659395 PMCID: PMC11043677 DOI: 10.1002/cam4.7191] [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: 11/28/2023] [Revised: 03/15/2024] [Accepted: 04/03/2024] [Indexed: 04/26/2024] Open
Abstract
BACKGROUND Patients with nasopharyngeal carcinoma (NPC) undergoing radiotherapy experience significant fatigue, which is frequently underestimated due to the lack of objective indicators for its evaluation. This study aimed to explore the longitudinal association between fatigue and nutrition status 1 week in advance. METHODS From January 2021 to June 2022, a total of 105 NPC patients who received intensity-modulated radiation therapy were enrolled in the observational longitudinal study. The significant outcomes, including the Piper Fatigue Scale-12 (PFS-12), the Scored Patient-Generated Subjective Global Assessment (PG-SGA), four body composition indices, and the Hospital Anxiety and Depression Scale (HADS), were assessed weekly from pre-treatment until the completion of radiotherapy (T0-T7) to explore their relationship. RESULTS The trajectories of PFS-12 and all dimensions for 105 participants reached a peak during the fifth week. Sensory fatigue consistently received the highest scores (T0 = 1.60 ± 2.20, T5 = 6.15 ± 1.57), whereas behavior fatigue exhibited the fastest increase over time (T0 = 1.11 ± 1.86, T5 = 5.47 ± 1.70). Higher PG-SGA scores were found to be weakly explainable for aggravating fatigue (β = 0.02 ~ 0.04). Unlike generalized additive mixed models, marginal structural models (MSM) produced larger effect values (β = 0.12 ~ 0.21). Additionally, body composition indices showed weakly negative relationships with fatigue in MSMs one week in advance. CONCLUSIONS The PG-SGA may be a more accurate predictor of future-week fatigue than individual body composition indicators, particularly when HADS is controlled for as a time-dependent confounder.
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Affiliation(s)
- Jihong Song
- School of NursingHealth Science Center, Xi'an Jiaotong UniversityXi'anChina
- School of NursingFujian Medical UniversityFuzhouChina
| | - Xinru Yang
- School of NursingFujian Medical UniversityFuzhouChina
| | - Jieling Wu
- School of NursingFujian Medical UniversityFuzhouChina
| | - Zilan Wu
- School of NursingFujian Medical UniversityFuzhouChina
| | - Litao Zhuo
- School of NursingFujian Medical UniversityFuzhouChina
| | - Jinsheng Hong
- Department of RadiotherapyCancer Center, the First Affiliated Hospital of Fujian Medical UniversityFuzhouChina
- Department of RadiotherapyNational Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
- Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, The First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
| | - Li Su
- Department of RadiotherapyCancer Center, the First Affiliated Hospital of Fujian Medical UniversityFuzhouChina
- Department of RadiotherapyNational Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
- Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, The First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
| | - Wenlong Lyu
- Department of RadiotherapyCancer Center, the First Affiliated Hospital of Fujian Medical UniversityFuzhouChina
- Department of RadiotherapyNational Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
- Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, The First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
| | - Jinru Ye
- Department of RadiotherapyCancer Center, the First Affiliated Hospital of Fujian Medical UniversityFuzhouChina
- Department of RadiotherapyNational Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
- Key Laboratory of Radiation Biology of Fujian Higher Education Institutions, The First Affiliated Hospital, Fujian Medical UniversityFuzhouChina
| | - Yan Fang
- Nursing DepartmentThe First Affiliated Hospital of Fujian Medical UniversityFuzhouChina
| | - Zhiying Zhan
- Department of Epidemiology and Health StatisticsFujian Provincial Key Laboratory of Environment Factors and Cancer, School of Public Health, Fujian Medical UniversityFuzhouChina
| | - Hairong Zhang
- Fujian Center for Disease Control and PreventionFuzhouChina
| | - Xiaomei Li
- School of NursingHealth Science Center, Xi'an Jiaotong UniversityXi'anChina
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Wang Y, Tian L, Liu X, Zhang H, Tang Y, Zhang H, Nie W, Wang L. Multidimensional Predictors of Cancer-Related Fatigue Based on the Predisposing, Precipitating, and Perpetuating (3P) Model: A Systematic Review. Cancers (Basel) 2023; 15:5879. [PMID: 38136423 PMCID: PMC10741552 DOI: 10.3390/cancers15245879] [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: 09/11/2023] [Revised: 10/22/2023] [Accepted: 12/15/2023] [Indexed: 12/24/2023] Open
Abstract
Cancer-related fatigue (CRF) is a widespread symptom with high prevalence in cancer patients, seriously affecting their quality of life. In the context of precision care, constructing machine learning-based prediction models for early screening and assessment of CRF is beneficial to this situation. To further understand the predictors of CRF for model construction, we conducted a comprehensive search in PubMed, Web of Science, Embase, and Scopus databases, combining CRF with predictor-related terms. A total of 27 papers met the inclusion criteria. We evaluated the above studies into three subgroups following the predisposing, precipitating, and perpetuating (3P) factor model. (1) Predisposing factors-baseline fatigue, demographic characteristics, clinical characteristics, psychosocial traits and physical symptoms. (2) Precipitating factors-type and stage of chemotherapy, inflammatory factors, laboratory indicators and metabolic changes. (3) Perpetuating factors-a low level of physical activity and poorer nutritional status. Future research should prioritize large-scale prospective studies with emerging technologies to identify accurate predictors of CRF. The assessment and management of CRF should also focus on the above factors, especially the controllable precipitating factors, to improve the quality of life of cancer survivors.
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Affiliation(s)
- Yiming Wang
- School of Nursing, Jilin University, No. 965 Xinjiang Street, Changchun 130021, China; (Y.W.); (L.T.)
| | - Lv Tian
- School of Nursing, Jilin University, No. 965 Xinjiang Street, Changchun 130021, China; (Y.W.); (L.T.)
| | - Xia Liu
- Senior Department of Hematology, The Fifth Medical Center of PLA General Hospital, Beijing 100071, China; (X.L.); (Y.T.); (H.Z.)
| | - Hao Zhang
- Yanda Medical Research Institute, Hebei Yanda Hospital, Sanhe 065201, China;
| | - Yongchun Tang
- Senior Department of Hematology, The Fifth Medical Center of PLA General Hospital, Beijing 100071, China; (X.L.); (Y.T.); (H.Z.)
| | - Hong Zhang
- Senior Department of Hematology, The Fifth Medical Center of PLA General Hospital, Beijing 100071, China; (X.L.); (Y.T.); (H.Z.)
| | - Wenbo Nie
- School of Nursing, Jilin University, No. 965 Xinjiang Street, Changchun 130021, China; (Y.W.); (L.T.)
| | - Lisheng Wang
- School of Nursing, Jilin University, No. 965 Xinjiang Street, Changchun 130021, China; (Y.W.); (L.T.)
- Yanda Medical Research Institute, Hebei Yanda Hospital, Sanhe 065201, China;
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Yu H, Tan L, Xue B, Feng L, Fang P, Meng X, Luo X. Platelet-to-lymphocyte, neutrophil-to-lymphocyte and lymphocyte-to-monocyte ratios are related to cancer-related fatigue and quality of life in patients with cancer: a cross-sectional study. BMJ Open 2023; 13:e075398. [PMID: 38056937 PMCID: PMC10711903 DOI: 10.1136/bmjopen-2023-075398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Accepted: 10/29/2023] [Indexed: 12/08/2023] Open
Abstract
OBJECTIVES To explore the association of the neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR) and lymphocyte-to-monocyte ratio (LMR) with cancer-related fatigue (CRF) and quality of life (QOL) in cancer patients. DESIGN A cross-sectional study. SETTINGS A grade A tertiary hospital in Wuhan, China. PARTICIPANTS A total of 236 participants were recruited. Participants who were diagnosed with cancer received chemotherapy and/or radiotherapy, and aged ≥18 years were included in this study. PRIMARY AND SECONDARY OUTCOME MEASURES The PLR, NLR and LMR were calculated based on the absolute lymphocyte count, neutrophil count, platelet count and monocyte count. The CRF and QOL of patients after the first chemotherapy/radiotherapy were evaluated. RESULTS The median values (IQR) of PLR, NLR and LMR were 174.51 (126.14-261.02), 2.84 (1.64-5.24) and 2.56 (1.30-3.72), respectively. Univariate analysis indicated that high PLR (≥ 174.51), high NLR (≥ 2.84) and low LMR (< 2.56) at baseline significantly correlated with CRF and poor QOL after the first chemotherapy/radiotherapy (p<0.005). Multiple linear regression analysis indicated that elevated PLR might be an independent risk factor for CRF (p<0.001) and QOL (p=0.010) in cancer patients. CONCLUSION PLR, NLR and LMR are associated with CRF and QOL in cancer patients. High PLR may predict severe CRF and poor QOL. Further studies are needed to validate these findings based on the expanded sample size.
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Affiliation(s)
- Huidan Yu
- School of Nursing, Wuhan University, Wuhan, China
| | - Lanhui Tan
- School of Nursing, Wuhan University, Wuhan, China
| | - Bing Xue
- School of Nursing, Wuhan University, Wuhan, China
| | - Ling Feng
- Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Pei Fang
- School of Nursing, Wuhan University, Wuhan, China
| | - Xianmei Meng
- School of Nursing, Wuhan University, Wuhan, China
| | - Xianwu Luo
- School of Nursing, Wuhan University, Wuhan, China
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Gu S, Xu Y, Zhu X, Lam A, Yi D, Gong L, Wang J, Guo X, Fu L, Shi J, Wang F, Liu K. Characteristics of cancer-related fatigue and its correlation with anxiety, depression, and stress-related hormones among Chinese cancer survivors: a cross-sectional study. Front Oncol 2023; 13:1194673. [PMID: 37965458 PMCID: PMC10641402 DOI: 10.3389/fonc.2023.1194673] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 10/05/2023] [Indexed: 11/16/2023] Open
Abstract
Background Fatigue is a common source of distress for cancer survivors. The severity of cancer-related fatigue varies significantly, which may be due to individual differences in host factors. Aim This cross-sectional study aims to explore how demographic, oncological, sociological, psychological, and stress-related hormones levels interact to influence the distinct experiences of fatigue (Cancer-related fatigue [CRF] occurrence and fatigue degree). Methods A cross-sectional study carried out at the oncology outpatient and ward department of Xiyuan Hospital of China Academy of Chinese Medical Sciences recruited 306 cancer patients between January 2021 to December 2021. General information, fatigue, psychological factors was evaluated by general information questionnaire, the Revised Piper's Fatigue Scale-Chinese Version (RPFS-CV), and the self-report Hospital Anxiety and Depression Scale (HADS). Stress-related hormones were measured with chemiluminescent enzyme immunoassay (Zhengzhou Antobio). Results 306 patients were included, 229 (74.8%) were diagnosed with CRF, including 94 (41.0%) with mild fatigue, 121 (52.8%) with moderate fatigue, and 14 (6.1%) with severe fatigue. Multivariate regression analysis showed that higher depression scores, aldosterone levels may increase the risk of CRF. Patients who are obese (Body mass index ≥ 28 kg/m2) may help to reduce the risk of CRF. Other contributing factors for increased levels of fatigue (p< 0.05) include being female, having anxiety, depression and high aldosterone levels. Conclusion The research suggested that CRF was a common symptom in cancer survivors and pay attention to these influencing factors may help to better identify patients susceptible to fatigue and provide long-term, targeted interventions.
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Affiliation(s)
- Shanshan Gu
- Oncology Department, Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Yun Xu
- Oncology Department, Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Xiaoshu Zhu
- National Institute of Complementary Medicine (NICM) Health Research Institute, Western Sydney University, Penrith, NSW, Australia
| | - Anderson Lam
- National Institute of Complementary Medicine (NICM) Health Research Institute, Western Sydney University, Penrith, NSW, Australia
| | - Danhui Yi
- School of Statistics, Renmin University of China, Beijing, China
| | - Lutian Gong
- Oncology Department, Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Jinghui Wang
- School of Beijing University of Chinese Medicine, Beijing, China
| | - Xinyu Guo
- School of Beijing University of Chinese Medicine, Beijing, China
| | - Li Fu
- Oncology Department, Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Jiyan Shi
- School of Beijing University of Chinese Medicine, Beijing, China
| | - Feiye Wang
- Oncology Department, Xiyuan Hospital of China Academy of Chinese Medical Sciences, Beijing, China
| | - Ketan Liu
- School of Statistics, Renmin University of China, Beijing, China
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Kan Y, Yang S, Wu X, Wang S, Li X, Zhang F, Wang P, Zhao J. The quality of life in nasopharyngeal carcinoma radiotherapy: A longitudinal study. Asia Pac J Oncol Nurs 2023; 10:100251. [PMID: 37448533 PMCID: PMC10336419 DOI: 10.1016/j.apjon.2023.100251] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Accepted: 05/21/2023] [Indexed: 07/15/2023] Open
Abstract
Objective This article aims to longitudinally compare nasopharyngeal carcinoma (NPC) patients' quality of life (QoL) during radiotherapy (RT) and identify QoL correlates. Methods This study included 98 patients, with 85 completing full follow-up. Data were collected at baseline (T1), midpoint of RT (T2), and RT completion (T3), between October 2021 and November 2022. QoL was assessed using the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire-Core 30 (EORTC QLQ-C30). RIOM severity was evaluated by the toxicity criteria of Radiation Therapy Oncology Group (RTOG). The nutritional status was evaluated using the Nutritional Risk Screening 2002 (NRS 2002), body mass index (BMI), and the Patient-Generated Subjective Global Assessment (PG-SGA). The generalized estimating equation described the QoL evolution and correlated it with RIOM, nutritional status, and other influential factors. Results Significant deterioration was observed in various subscales of EORTC QLQ-C30 during RT, including global health status (GHS), physical function, role function, emotional function, fatigue, nausea/vomiting, pain, insomnia, appetite loss, and constipation (all P < 0.05). Substantial deterioration was also observed in RIOM, nutritional status, and part of hematological indexes (all P < 0.05). The decline of QoL was associated with gender, age, education level, chemotherapy regimen, Karnofsky performance status (KPS) score, RIOM severity, NRS 2002 score, PG-SGA score, and lymphocyte level (all P < 0.05). Conclusions QoL declined during RT and were associated with certain factors. Healthcare professionals should focus on alleviating treatment-related complications and identifying individuals at high risk of malnutrition early to improve outcomes for patients with NPC.
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Affiliation(s)
- Yajing Kan
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
- Graduate School of Tianjin Medical University, Tianjin, China
| | - Shuang Yang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
| | - Xueting Wu
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
- Graduate School of Tianjin Medical University, Tianjin, China
| | - Siqi Wang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
- Graduate School of Tianjin Medical University, Tianjin, China
| | - Xueyu Li
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
- Graduate School of Tianjin Medical University, Tianjin, China
| | - Fangyuan Zhang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
| | - Peiguo Wang
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
| | - Jing Zhao
- Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for Cancer, Key Laboratory of Center Prevention and Therapy, Tianjin, China
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10
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Development and external validation of a machine learning-based prediction model for the cancer-related fatigue diagnostic screening in adult cancer patients: a cross-sectional study in China. Support Care Cancer 2023; 31:106. [PMID: 36625943 DOI: 10.1007/s00520-022-07570-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 12/30/2022] [Indexed: 01/11/2023]
Abstract
PURPOSE Cancer-related fatigue (CRF) is the most common symptom in cancer patients and may interfere with patients' daily activities and decrease survival rate. However, the etiology of CRF has not been identified. Diagnosing CRF is challenging. Thus, our study aimed to develop a CRF prediction model in cancer patients, using data that healthcare professionals routinely obtained from electronic health records (EHRs) based on the 3P model and externally validate this model in an independent dataset collected from another hospital. METHODS Between April 2022 and September 2022, a cross-sectional study was conducted on adult cancer patients at two first-class tertiary hospitals in China. Data that healthcare professionals routinely obtained from electronic health records (EHRs) based on the 3P model were collected. The outcome measure was according to ICD-10 diagnostic criteria for CRF. Data from one hospital (n = 305) were used for model development and internal validation. An independent data set from another hospital (n = 260) was utilized for external validation. logistic regression, random forest (RF), Naive Bayes (NB), and extreme gradient boosting (XGBoost) were constructed and compared. The model performance was evaluated in terms of both discrimination and calibration. RESULTS The prevalence of CRF in the two centers was 57.9% and 56.1%, respectively. The Random Forest model achieved the highest AUC of 0.86 among the four types of classifiers in the internal validation. The AUC of RF and NB were above 0.7 in the external validation, suggesting that the models also have an acceptable generalization ability. CONCLUSIONS The incidence of CRF remains high and deserves more attention. The fatigue prediction model based on the 3P theory can accurately predict the risk of CRF. Nonlinear algorithms such as Random Forest and Naive Bayes are more suitable for diagnosing and evaluating symptoms.
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11
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Effect of Standardized Nutritional Intervention in Patients with Nasopharyngeal Carcinoma Receiving Radiotherapy Complicated with Diabetes Mellitus. DISEASE MARKERS 2022; 2022:6704347. [PMID: 35756497 PMCID: PMC9217529 DOI: 10.1155/2022/6704347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 03/22/2022] [Accepted: 04/25/2022] [Indexed: 11/22/2022]
Abstract
Objective To evaluate the effect of standardized nutritional intervention in patients with nasopharyngeal carcinoma receiving radiotherapy complicated with diabetes mellitus and the impact on quality of life. Methods From January 2019 to December 2020, 100 diabetic patients with nasopharyngeal carcinoma receiving radiotherapy were assessed for eligibility and recruited. They were concurrently and randomly assigned (1 : 1) to receive either conventional nursing (control group) or standardized nutritional intervention (observation group). The outcomes include clinical efficacy and quality of life. Results Standardized nutritional intervention was associated with significantly lower levels of fasting blood glucose (FBG), 2 h postprandial blood glucose (2hPBG), and glycated hemoglobin (HbA1c) versus conventional nursing (P < 0.001). The patients given standardized nutritional intervention showed significantly higher hemoglobin (Hb), prealbumin (PA), and albumin (ALB) levels versus those given conventional nursing at 4 weeks after the start of radiotherapy and at the end of radiotherapy (P < 0.001). The two groups showed similar Morisky scores before intervention (P > 0.05). After intervention, the observation group outperformed the control group in terms of treatment compliance (P < 0.05). Standardized nutritional intervention provided patients with a significantly better quality of life versus conventional nursing (P < 0.05). Standardized nutritional intervention was associated with a significantly lower incidence of adverse events and higher nursing satisfaction versus conventional nursing (P < 0.05). Conclusion Standardized nutritional intervention for patients with nasopharyngeal carcinoma given radiotherapy complicated with diabetes mellitus can efficiently restore the normal nutritional status of patients, reduce the complications of radiotherapy, and improve the quality of life of patients, so it is worthy of wide clinical application.
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Maki Y, Horiuchi K, Okamoto T. Fatigue and quality of life among thyroid cancer survivors without persistent or recurrent disease. Endocr Connect 2022; 11:EC-21-0506.R1. [PMID: 35107083 PMCID: PMC8942325 DOI: 10.1530/ec-21-0506] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Accepted: 02/02/2022] [Indexed: 11/13/2022]
Abstract
BACKGROUND Cancer-related fatigue is one of the most important issues for patients, but research on this topic is sparse. This study aimed to determine the prevalence of fatigue in postoperative patients with papillary thyroid carcinoma (PTC) and to identify the clinical features associated with fatigue. METHODS We conducted a cross-sectional study on 292 thyroid cancer survivors. Fatigue and quality of life were the study outcomes, measured using the Cancer Fatigue Scale (CFS) and the SF-36 version 2.0. Furthermore, correlations of demographic characteristics and hormonal data with the CFS scores were assessed by univariable and multivariable analyses. RESULTS The prevalence of fatigue was 41.8% (95% CI: 36.1, 47.5). The CFS score was significantly correlated with the free T3 level (Pearson's r = -0.123, 95% CI: -0.234, -0.008). Multiple regression analysis revealed that the free T3 level and having a job were significant predictors of the CFS score, with unstandardized regression coefficients of -2.52 (95% CI: -4.94, -0.09) and 2.85 (95% CI: 0.49, 5.20), respectively. The median Z-scores were negative for General Health (-0.28) and Vitality (-0.15) subscales of the SF-36. The CFS score was a significant predictor of summary scores of the SF-36. The free T3 level was significantly associated with the physical component summary score with an unstandardized coefficient of 3.20 (95% CI: 0.77, 5.63). CONCLUSIONS Fatigue was prevalent and associated with poor quality of life among PTC survivors. Thyroid functional status, particularly the level of free T3, may be worth to be considered in alleviating the burden.
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Affiliation(s)
- Yukari Maki
- Department of Pediatric Surgery, Tokyo Women’s Medical University, Shinjuku-ku, Tokyo, Japan
| | - Kiyomi Horiuchi
- Department of Endocrine Surgery, Tokyo Women’s Medical University, Shinjuku-ku, Tokyo, Japan
- Correspondence should be addressed to K Horiuchi:
| | - Takahiro Okamoto
- Department of Endocrine Surgery, Tokyo Women’s Medical University, Shinjuku-ku, Tokyo, Japan
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13
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Aggarwal P, Hutcheson KA, Goepfert RP, Garden AS, Garg N, Mott FE, Fuller CD, Lai SY, Gunn GB, Chambers MS, Hanna EY, Sturgis EM, Shete S. Risk factors associated with patient-reported fatigue among long-term oropharyngeal carcinoma survivors. Head Neck 2022; 44:952-963. [PMID: 35084077 PMCID: PMC8981739 DOI: 10.1002/hed.26991] [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: 05/23/2021] [Revised: 12/28/2021] [Accepted: 01/14/2022] [Indexed: 11/07/2022] Open
Abstract
BACKGROUND The study objective is to identify risk factors associated with fatigue among long-term OPC survivors. METHODS This cross-sectional study included disease-free OPC survivors treated curatively between 2000 and 2013 who were surveyed from September 2015 to July 2016. The outcome variable was patient-reported fatigue. Multivariable logistic regression was used to identify factors associated with moderate to severe fatigue. RESULTS Among 863 OPC survivors, 17.4% reported moderate to severe fatigue. Self-reported thyroid problems (OR: 2.01; p = 0.003), current cigarette smoking at time of survey (OR: 3.85; p = 0.001), late lower cranial neuropathy (OR: 3.44; p = 0.002), and female sex (OR: 1.91; p = 0.010) were concurrent risk factors of reporting moderate to severe fatigue. Ipsilateral intensity-modulated radiotherapy (OR: 0.18; p = 0.014) was associated with lower risk of reporting moderate to severe fatigue. CONCLUSIONS Our study identified thyroid problems, smoking, and late lower cranial neuropathy as associated with moderate to severe fatigue. These findings should be further validated in prospective studies to address fatigue among OPC survivors.
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Affiliation(s)
- Puja Aggarwal
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Katherine A Hutcheson
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Ryan P Goepfert
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Adam S Garden
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Naveen Garg
- Department of Abdominal Imaging, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Frank E Mott
- Department of Thoracic Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Clifton D Fuller
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Stephen Y Lai
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Gary Brandon Gunn
- Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Mark S Chambers
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Ehab Y Hanna
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
| | - Erich M Sturgis
- Department of Otolaryngology-Head and Neck Surgery, Baylor College of Medicine, Houston, Texas, USA
| | - Sanjay Shete
- Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.,Division of Cancer Prevention and Population Sciences, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA
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