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Dong X, Zhu S, Jin Y, Ren C, Chen C. Trajectories of adherence to intravenous biological treatment in patients with inflammatory bowel disease: a longitudinal analysis. Front Pharmacol 2024; 15:1431035. [PMID: 39669202 PMCID: PMC11634588 DOI: 10.3389/fphar.2024.1431035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Accepted: 11/14/2024] [Indexed: 12/14/2024] Open
Abstract
Background Long-term biological therapies for inflammatory bowel disease (IBD) include infliximab and vedolizumab, which are administered intravenously. Although highly effective, non-adherence to these biologics is common and is associated with adverse sequelae and loss of response. Objective In this study, we aim to characterize long-term intravenous biologic adherence trajectories among IBD patients and identify the factors linked with these trajectories. Methods We conducted a retrospective multicenter study of IBD patients over 2 years to assess their adherence to infliximab and vedolizumab. The date of infusion was determined based on medical and pharmacy records. Using group-based trajectory modeling (GBTM), adherence trajectories were identified based on patients' 90-day coverage of days over time. The effect of relevant variables on adherence behavior was assessed using multinomial regression analysis. Results 374 patients with IBD were included in the study, 68.2% males with a median age of 34.3 (IQR 28.0-44.4) years old. Three distinct adherence trajectories were identified for intravenous biologics: "consistent adherence" (n = 136, 36.4%), "slow decline" (n = 137, 36.6%) and "rapid decline" (n = 101, 27.0%). Compared with consistent adherence, concomitant use of aminosalicylates (OR 3.49, 95% CI 1.34-9.05) was associated with a significantly greater risk of rapid decline. Conversely, being married at the initiation of biologics (OR 0.43, 95% CI 0.19-0.95) and having been hospitalized within preceding years (OR 0.44, 95% CI 0.23-0.88) appeared to have a protective effect against rapid decline. Additionally, being male (OR 0.57, 95% CI 0.32-1.01) was found to be protective against slow decline. Conclusion Distinct adherence patterns for infusion biologics among IBD patients have been identified, offering valuable insights to refine the design and timing of adherence interventions. However, only limited factors were found to be associated with specific adherence trajectories, revealing the complex nature of adherence behavior.
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Affiliation(s)
- Xiuli Dong
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang Province, China
| | - Suyan Zhu
- Departments of Pharmacy, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang Province, China
| | - Yiyi Jin
- Departments of Pharmacy, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang Province, China
| | - Chaoqun Ren
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang Province, China
| | - Chunyan Chen
- Departments of Pharmacy, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang Province, China
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Xu Y, Shu X, Xu W, Hu Y. Marital status as an independent prognostic factor for survival in women with vaginal cancer: evidence from the SEER database analysis. Eur J Cancer Prev 2024:00008469-990000000-00188. [PMID: 39560464 DOI: 10.1097/cej.0000000000000938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2024]
Abstract
This study aimed to evaluate the influence of marital status on the survival outcomes of women diagnosed with vaginal cancer, considering the potential role of sociodemographic factors in patient prognosis. Utilizing data from the Surveillance, Epidemiology, and End Results database, the study included 6046 women with primary vaginal cancer diagnosed between 2000 and 2020. The propensity score matching (PSM) method was employed to balance comparison groups and account for confounding factors. The primary outcomes were overall survival (OS) and cancer-specific survival (CSS), with Cox proportional-hazards regression models used for statistical analysis. Married patients exhibited better survival outcomes than their unmarried counterparts [OS: hazard ratio = 1.520, 95% confidence interval (CI) = 1.430-1.630, P < 0.001; CSS: hazard ratio = 1.380, 95% CI = 1.270-1.490, P < 0.001]. Subgroup analyses stratified by age and race highlighted a significant survival benefit for married individuals, particularly those aged 50-69 years and white patients. After PSM, the widowed subgroup within the unmarried category showed worse survival outcomes (OS: hazard ratio = 1.580, 95% CI = 1.430-1.750, P < 0.001; CSS: hazard ratio = 1.360, 95% CI = 1.200-1.530, P < 0.001). This study demonstrates that marital status serves as an independent prognostic factor for OS and CSS among patients with primary vaginal cancer, which supports that unmarried people need more individualized care strategies.
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Affiliation(s)
- Yanhong Xu
- Fujian Maternity and Child Health Hospital, College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University
- Fujian Clinical Research Center for Maternal-Fetal Medicine
- National Key Obstetric Clinical Specialty Construction Institution of China
| | - Xinru Shu
- The School of Clinical Medicine, Fujian Medical University
| | - Wenhuang Xu
- The School of Clinical Medicine, Fujian Medical University
| | - Yiming Hu
- The School of Public Health, Fujian Medical University, Fuzhou, Fujian Province
- National Center for Chronic and Noncommunicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
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Xie C, Jiang R, Wang C, Lei X, Lu K, Luo H. Development and validation of a nomogram integrating marital status for 5-year overall survival of chondrosarcoma: a population-based study. Discov Oncol 2024; 15:169. [PMID: 38753185 PMCID: PMC11098994 DOI: 10.1007/s12672-024-01020-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 05/07/2024] [Indexed: 05/19/2024] Open
Abstract
OBJECTIVES The objective of this study was to evaluate the influence of marital status on overall survival (OS) and develop a nomogram for predicting 5-year OS in chondrosarcoma (CHS) patients. METHODS We utilized the Surveillance, Epidemiology, and End Results (SEER) database to identify CHS patients diagnosed between 2010 and 2018. Survival rates were calculated using Kaplan-Meier analysis. Prognostic factors were identified through univariate and multivariate analyses. An independent cohort was used for external validation of the nomogram. Performance evaluation of the nomogram was conducted using Harrell's concordance index (C-index), calibration plot, and decision curve analysis (DCA). RESULTS In the SEER cohort, Kaplan-Meier analysis showed significant differences in OS among CHS patients with different marital statuses (P < 0.001), with widowed patients having the lowest OS. In terms of gender, there were significant survival differences based on marital status in females (P < 0.001), but not in males (P = 0.067). The OS of married and single females is significantly higher than that of married (P < 0.001) and single male (P = 0.006), respectively. Kaplan-Meier curves showed no significant difference in OS between groups stratified by either gender or marital status in the external cohort. Univariate and multivariate analyses confirmed that age at diagnosis, gender, marital status, tumor size, histological type, tumor grade, SEER stage, and surgery were independent prognostic factors for OS. The nomogram demonstrated high internal and external validation C-indexes of 0.818 and 0.88, respectively. Calibration plots, DCA curve, and Kaplan-Meier curve (P < 0.001) confirmed the excellent performance and clinical utility of the nomogram. CONCLUSIONS Marital status was an independent factor influencing OS in CHS patients, with widowed patients having the worst prognosis. The OS of both married and single females is significantly higher than that of their male counterparts. However, these findings require further validation in a large independent cohort. While the contribution of marital status on predicting OS appears modest, our nomogram accurately predicted 5-year OS and identified high-risk groups, providing a valuable tool for clinical decision-making.
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Affiliation(s)
- Chengxin Xie
- Department of Orthopedics, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, 317099, China
- Shandong First Medical University, Jinan, 250021, China
| | - Ruiyuan Jiang
- Department of Graduate Student, Zhejiang University of Chinese Medicine, Hangzhou, 310000, China
- Zhejiang Cancer Hospital, Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China
| | - Chenglong Wang
- Department of Orthopedics, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, 317099, China
| | - Xinhuan Lei
- Department of Orthopedics, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, 317099, China
| | - Kaicheng Lu
- Department of Graduate Student, Faculty of Chinese Medicine Science, Guangxi University of Chinese Medicine, Nanning, 530022, China
| | - Hua Luo
- Department of Orthopedics, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Linhai, 317099, China.
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Li S, Ma Y, Sun H, Ni Z, Hu S, Chen Y, Lan M. The impact of medication belief on adherence to infliximab in patients with Crohn's disease. Front Pharmacol 2023; 14:1185026. [PMID: 37645443 PMCID: PMC10461089 DOI: 10.3389/fphar.2023.1185026] [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: 03/16/2023] [Accepted: 08/01/2023] [Indexed: 08/31/2023] Open
Abstract
Objective: Crohn's disease (CD) is an incurable chronic disease that requires long-term treatment. As an anti-tumor necrosis factor (TNF) agent, Infliximab (IFX) is widely used in the treatment of Crohn's disease, while the adherence is not high. The purpose of this study was to investigate the adherence to IFX among CD patients in China and evaluate the association between medication belief and IFX adherence. Methods: Demographic data, clinical information and patients' medication beliefs were collected using an online questionnaire and reviewing electronic medical records (EMRs). The Beliefs about Medicines Questionnaire (BMQ)-specific was used to assess medication beliefs which contains the BMQ-specific concern score and the BMQ-specific necessity score. An evaluation of adherence factors was conducted using univariate and multidimensional logistic regression analyses. Results: In all, 166 CD patients responded the online questionnaire among which 77 (46.39%) patients had high adherence. The BMQ-specific concern score in patients in low adherence was 30.00 and in high adherence patients was 27.50, and patients with lower BMQ-specific concern score had higher adherence (p = 0.013). The multiple regression analysis showed that the BMQ-specific concern score (OR = 0.940, 95% CI: 0.888-0.996) significantly affected the IFX adherence in CD patients. Otherwise, gender, marital status, time spent on the way (including the waiting time in infusion center) and accommodation to the center were also the influencing factors of adherence. Conclusion: The IFX adherence to CD in China was not high. Medicine concerns may be predictive factor of adherence. Education, the duration of IFX therapy and experience of adverse effects were not significantly associated with IFX adherence. By enhancing knowledge and relieving medicine concerns, we may increase patients' adherence to IFX.
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Affiliation(s)
- Shuyan Li
- Department of Nursing, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yan Ma
- Department of Nursing, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Hongling Sun
- Department of Nursing, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Zijun Ni
- Department of Nursing, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Shurong Hu
- Center for Inflammatory Bowel Diseases, Department of Gastroenterology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yan Chen
- Center for Inflammatory Bowel Diseases, Department of Gastroenterology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Meijuan Lan
- Department of Nursing, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
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Li J, Huang L, Liao C, Liu G, Tian Y, Chen S. Two machine learning-based nomogram to predict risk and prognostic factors for liver metastasis from pancreatic neuroendocrine tumors: a multicenter study. BMC Cancer 2023; 23:529. [PMID: 37296397 DOI: 10.1186/s12885-023-10893-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 04/27/2023] [Indexed: 06/12/2023] Open
Abstract
BACKGROUND Pancreatic neuroendocrine tumors (PNETs) are one of the most common endocrine tumors, and liver metastasis (LMs) are the most common location of metastasis from PNETS; However, there is no valid nomogram to predict the diagnosis and prognosis of liver metastasis (LMs) from PNETs. Therefore, we aimed to develop a valid predictive model to aid physicians in making better clinical decisions. METHODS We screened patients in the Surveillance, Epidemiology, and End Results (SEER) database from 2010-2016. Feature selection was performed by machine learning algorithms and then models were constructed. Two nomograms were constructed based on the feature selection algorithm to predict the prognosis and risk of LMs from PNETs. We then used the area under the curve (AUC), receiver operating characteristic (ROC) curve, calibration plot and consistency index (C-index) to evaluate the discrimination and accuracy of the nomograms. Kaplan-Meier (K-M) survival curves and decision curve analysis (DCA) were also used further to validate the clinical efficacy of the nomograms. In the external validation set, the same validation is performed. RESULTS Of the 1998 patients screened from the SEER database with a pathological diagnosis of PNET, 343 (17.2%) had LMs at the time of diagnosis. The independent risk factors for the occurrence of LMs in PNET patients included histological grade, N stage, surgery, chemotherapy, tumor size and bone metastasis. According to Cox regression analysis, we found that histological subtype, histological grade, surgery, age, and brain metastasis were independent prognostic factors for PNET patients with LMs. Based on these factors, the two nomograms demonstrated good performance in model evaluation. CONCLUSION We developed two clinically significant predictive models to aid physicians in personalized clinical decision-makings.
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Affiliation(s)
- Jianbo Li
- Shengli Clinical Medical College of Fujian Medical University, Fujian Medical University, Fuzhou, 350001, China
- Department of Hepatobiliary Pancreatic Surgery, Fujian Provincial Hospital, Fuzhou, 350001, China
| | - Long Huang
- Shengli Clinical Medical College of Fujian Medical University, Fujian Medical University, Fuzhou, 350001, China
- Department of Hepatobiliary Pancreatic Surgery, Fujian Provincial Hospital, Fuzhou, 350001, China
| | - Chengyu Liao
- Shengli Clinical Medical College of Fujian Medical University, Fujian Medical University, Fuzhou, 350001, China
- Department of Hepatobiliary Pancreatic Surgery, Fujian Provincial Hospital, Fuzhou, 350001, China
| | - Guozhong Liu
- Department of Hepatopancreatobiliary Surgery, First Affiliated Hospital of Fujian Medical University, Fujian, 350005, China
| | - Yifeng Tian
- Shengli Clinical Medical College of Fujian Medical University, Fujian Medical University, Fuzhou, 350001, China.
- Department of Hepatobiliary Pancreatic Surgery, Fujian Provincial Hospital, Fuzhou, 350001, China.
| | - Shi Chen
- Shengli Clinical Medical College of Fujian Medical University, Fujian Medical University, Fuzhou, 350001, China.
- Department of Hepatobiliary Pancreatic Surgery, Fujian Provincial Hospital, Fuzhou, 350001, China.
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Depression, anxiety and stress among metastatic breast cancer patients on chemotherapy in China. BMC Nurs 2023; 22:33. [PMID: 36747213 PMCID: PMC9901155 DOI: 10.1186/s12912-023-01184-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2022] [Accepted: 01/18/2023] [Indexed: 02/08/2023] Open
Abstract
OBJECTIVE This study aimed to assess the level of depression, anxiety and stress among metastatic breast cancer (MBC) patients undergoing chemotherapy (CT) in Beijing, China. METHODS A cross-sectional study was conducted on 176 MBC women receiving CT, selected by purposive sampling. Data were collected using self-administered questionnaires that included participants' socio-demographic status, DASS-21 and Brief COPE. Data were analyzed using descriptive statistics and general linear regression analysis. RESULTS The incidence of depression, anxiety and stress among MBC women were 52.3%, 60.2% and 36.9%, respectively. General linear regression showed that age, marital status, monthly income, physical functioning, emotional functioning, pain, dyspnea, and appetite loss were associated with depression. All variance determined the depression (R2) was 35.6%. Marital status, self-blame and behavioral disengagement were the predictors of stress and accounted for a 35.4% stress variance in MBC women. CONCLUSION Our study demonstrated depression, anxiety, and stress prevalence are high in MBC women. Assessment of psychological distress (depression, anxiety, and stress) is important to recognise MBC patients who need help and further medical and mental help support. This study's findings can increasingly highlight that depression, anxiety, and stress are substantial problems in MBC patients. Therefore, psychological interventions are needed to reduce depression, anxiety, and stress for MBC patients.
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Pan S, Yan N, Zhao Y, Li Z. Marital status as an independent prognostic factor for patients of malignant pleural mesothelioma. Front Med (Lausanne) 2022; 9:955619. [PMID: 36341233 PMCID: PMC9633843 DOI: 10.3389/fmed.2022.955619] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 09/30/2022] [Indexed: 11/13/2022] Open
Abstract
Objectives The prognostic impact of marital status on malignant pleural mesothelioma (MPM) is not investigated. This paper probes into the relationship between the prognosis of MPM and marital status. Materials and methods The Surveillance, Epidemiology, and End Results (SEER) database of American had been applied to choose eligible patients over the 2004–2015 periods. Moreover, cancer-specific survival (CSS) and overall survival (OS) of unmarried and married groups were compared. Results A total of 3,997 patients in total had been identified, including 2,735 (68.43%) married patients. In comparison to unmarried patients, married ones tended to be younger, male, white, and received active treatment (surgery, chemotherapy, or radiotherapy). In addition, the 1, 3, and 5-year CSS rates were 44.40, 12.09, and 6.88% in married patients, while 35.75, 12.12, and 6.37% in unmarried group (p = 0.0014). At the same time, the 1, 3, and 5-year OS rates were 41.84, 10.56, and 5.91% in married patients, while 33.67, 10.44, and 4.93%, respectively, in the unmarried group (p < 0.0001). As revealed by the multivariate analysis results, the marital status was an independent favorable prognostic factor, in which the married groups showed better CSS [hazard ratio (HR): 0.870; 95% confidence interval (CI): 0.808–0.938; p < 0.001] as well as OS (HR: 0.871; 95% CI: 0.810–0.936; p < 0.001). According to the results of subgroup analysis, the CSS and OS survival of married groups were better than the unmarried groups in almost all the subgroups. Conclusion Marital status is an independent favorable prognostic indicator of MPM. Poor prognosis in unmarried patients is likely to be related to insufficient treatments and socioeconomic and psychosocial factors.
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Predictors of Long-Time Survivors in Nonmetastatic Colorectal Signet Ring Cell Carcinoma: A Large Population-Based Study. Gastroenterol Res Pract 2022; 2022:5393571. [PMID: 36032271 PMCID: PMC9402301 DOI: 10.1155/2022/5393571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Accepted: 07/12/2022] [Indexed: 11/18/2022] Open
Abstract
Background Colorectal signet ring cell carcinoma (SRCC) is a rare and distinct subtype of colorectal cancer (CRC), with extremely poor prognosis and aggressive tumor biological behavior. In this study, we aimed to analyze the clinicopathological characteristics and to identify the independent predictors of long-time survivors (LTSs) of nonmetastatic colorectal SRCC. Methods Patients diagnosed with nonmetastatic colorectal SRCC were extracted from the Surveillance, Epidemiology, and End Results (SEER) database. We compared and analyzed the clinicopathological characteristics between LTSs (patients survived over 5 years) and non-LTSs (patients survived of or less than 5 years). Afterwards, multivariate logistic regression analysis was used to identify independent predictors of LTSs, which were further used to construct a nomogram model to predict the probability of being LTSs. Results We enrolled 2050 patients with nonmetastatic colorectal SRCC, consisting of 1441 non-LTSs and 609 LTSs. Multivariate logistic regression analysis revealed that race, marital status, tumor infiltration, lymph node involvement, and primary tumor treatment were independent predictors of LTSs. In addition, these five parameters were incorporated into a nomogram model to predict the probability of being LTSs. In terms of the model performance, the calibration curve revealed good agreement between observed and predicted probability of LTSs, and receiving operator characteristic curve showed acceptable discriminative capacity in the training and validation cohorts. Conclusion Collectively, we analyzed and profiled the clinicopathological characteristics of LTSs in patients with nonmetastatic colorectal SRCC. Race, marital status, T stage, N stage, and primary tumor treatment were independent predictors of LTSs.
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Ma X, Guo J, Zhang C, Bai J. Development of a prognostic nomogram for metastatic pancreatic ductal adenocarcinoma integrating marital status. Sci Rep 2022; 12:7124. [PMID: 35504988 PMCID: PMC9065131 DOI: 10.1038/s41598-022-11318-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 04/20/2022] [Indexed: 12/20/2022] Open
Abstract
Previous studies have shown that marital status can affect the overall survival (OS) of cancer patients yet its role in metastatic pancreatic ductal adenocarcinoma (mPDAC) remains unclear. This study aimed to explore the impact of marital status on the OS of mPDAC patients and to construct a prognostic nomogram to predict OS outcomes. Data from patients diagnosed with mPDAC were obtained from the Surveillance, Epidemiology, and End Results database between 1973 and 2015. The patients were randomized into primary and validation cohorts. Kaplan-Meier survival analysis was performed to compare differences in survival depending on marital status. Univariate and multivariate analyses were conducted to identify independent prognostic factors and a nomogram was established based using Cox regression analyses. Validation of the prognostic nomogram was evaluated with a calibration curve and concordance index (C-index). Our data showed significant differences in the OS of mPDAC patients with different marital status by Kaplan-Meier analysis (P < 0.05). Univariate and multivariate analyses confirmed that marital status was an independent OS-related factor in mPDAC patients. Based on the multivariate models of the primary cohort, a nomogram was developed that combined marital status, age, grade, tumor size, surgery of primary site, surgery of lymph node and metastatic. The nomogram showed that marital status had a moderate influence on predicting the OS of mPDAC patients. Moreover, the internally and externally validated C-indexes were 0.633 and 0.619, respectively. A calibration curve confirmed favorable consistency between the observed and predicted outcomes. Marital status was identified as an independent prognostic factor for OS of mPDAC patients and is a reliable and valid parameter to predict the survival of patients with mPDAC. This prognostic model has value and may be integrated as a tool to inform decision-making in the clinic.
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Affiliation(s)
- Xiang Ma
- Yunnan Caner Hospital, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, China
| | | | | | - Jinfeng Bai
- Yunnan Caner Hospital, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, China.
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Wei L, Huang Y, Chen Z, Li J, Huang G, Qin X, Cui L, Zhuo Y. A Novel Machine Learning Algorithm Combined With Multivariate Analysis for the Prognosis of Renal Collecting Duct Carcinoma. Front Oncol 2022; 11:777735. [PMID: 35096579 PMCID: PMC8792389 DOI: 10.3389/fonc.2021.777735] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 12/21/2021] [Indexed: 11/29/2022] Open
Abstract
Objectives To investigate the clinical and non-clinical characteristics that may affect the prognosis of patients with renal collecting duct carcinoma (CDC) and to develop an accurate prognostic model for this disease. Methods The characteristics of 215 CDC patients were obtained from the U.S. National Cancer Institute’s surveillance, epidemiology and end results database from 2004 to 2016. Univariate Cox proportional hazard model and Kaplan-Meier analysis were used to compare the impact of different factors on overall survival (OS). 10 variables were included to establish a machine learning (ML) model. Model performance was evaluated by the receiver operating characteristic curves (ROC) and calibration plots for predictive accuracy and decision curve analysis (DCA) were obtained to estimate its clinical benefits. Results The median follow-up and survival time was 16 months during which 164 (76.3%) patients died. 4.2, 32.1, 50.7 and 13.0% of patients were histological grade I, II, III, and IV, respectively. At diagnosis up to 61.9% of patients presented with a pT3 stage or higher tumor, and 36.7% of CDC patients had metastatic disease. 10 most clinical and non-clinical factors including M stage, tumor size, T stage, histological grade, N stage, radiotherapy, chemotherapy, age at diagnosis, surgery and the geographical region where the care delivered was either purchased or referred and these were allocated 95, 82, 78, 72, 49, 38, 36, 35, 28 and 21 points, respectively. The points were calculated by the XGBoost according to their importance. The XGBoost models showed the best predictive performance compared with other algorithms. DCA showed our models could be used to support clinical decisions in 1-3-year OS models. Conclusions Our ML models had the highest predictive accuracy and net benefits, which may potentially help clinicians to make clinical decisions and follow-up strategies for patients with CDC. Larger studies are needed to better understand this aggressive tumor.
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Affiliation(s)
- Liwei Wei
- Department of Urology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Yongdi Huang
- College of Mathematics and Physics, Beijing University of Chemical Technology, Beijing, China
| | - Zheng Chen
- Department of Urology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jinhua Li
- Department of Urology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Guangyi Huang
- Department of Urology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Xiaoping Qin
- Department of Urology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Lihong Cui
- College of Mathematics and Physics, Beijing University of Chemical Technology, Beijing, China
| | - Yumin Zhuo
- Department of Urology, The First Affiliated Hospital of Jinan University, Guangzhou, China
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Zhou C, Zhang Y, Hu X, Fang M, Xiao S. The effect of marital and insurance status on the survival of elderly patients with stage M1b colon cancer: a SEER-based study. BMC Cancer 2021; 21:891. [PMID: 34353300 PMCID: PMC8340368 DOI: 10.1186/s12885-021-08627-5] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 07/26/2021] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Colon cancer is largely implicated in elderly patients (age ≥ 60 years). The prognosis of patients diagnosed with the M1b stage is vastly poor. Marital and insurance status has been considered important prognostic factors in various cancer types. However, how these factors influence elderly patients with stage M1b colon cancer remains to be explored. This study aims to uncover the role of marital and insurance status in the survival of elderly patients with stage M1b colon cancer. METHODS We retrieved data for patients diagnosed with stage M1b colon cancer between 2010 and 2016 from the Surveillance, Epidemiology, and End Results (SEER) database. Our analysis of the clinicopathological features, overall survival (OS), and cancer-specific survival (CSS) was based on the marital and insurance status, respectively. RESULTS In sum, 5709 stage M1b colon cancer patients with complete information from SEER were enrolled for analysis. The OS and CSS of the Non-married group were poorer compared to that of the Married group. The OS and CSS of the Uninsured group were poorer than both of the Insured group and Medicaid group. However, OS was comparable between Uninsured group and Medicaid groups. The findings allude that marital and insurance status potentially impact the long-term survival of elderly patients with M1b colon cancer. The subgroup survival analyses revealed the lowest risk for death among the Insured Married group based on the comparison of the OS and CSS across all other groups. Moreover, Univariate and multivariate analyses revealed race, marital status, surgery, and chemotherapy as independent predictors for OS, whereas insurance status, surgery,and chemotherapy were independent predictors for CSS in elderly patients with M1b colon cancer. CONCLUSION The marital and insurance status greatly impact the survival of elderly patients with M1b colon cancer. Therefore, it is imperative to provide more support to this vulnerable patient group who are lonely and uninsured, particularly in the psychological and health insurance aspect.
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Affiliation(s)
- Chenghui Zhou
- Department of general surgery, Xiangya Hospital Central South University, Central South University, Changsha, China
- Department of General, Visceral, Cancer and Transplantation Surgery, University Hospital Cologne, Cologne, Germany
| | - Yiwei Zhang
- Institute of Oncology, the First Affiliated Hospital, Hengyang Medical School, University of South, Hengyang, China
| | - Xi Hu
- Department of general surgery, Xiangya Hospital Central South University, Central South University, Changsha, China
| | - Min Fang
- Department of Gastrointestinal Surgery, the First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, China.
| | - Shuai Xiao
- Institute of Oncology, the First Affiliated Hospital, Hengyang Medical School, University of South, Hengyang, China.
- Department of Gastrointestinal Surgery, the First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, China.
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Marital Adjustment in Patients with Cancer: Association with Psychological Distress, Quality of Life, and Sleep Problems. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18137089. [PMID: 34281026 PMCID: PMC8297374 DOI: 10.3390/ijerph18137089] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 06/30/2021] [Accepted: 06/30/2021] [Indexed: 01/06/2023]
Abstract
Marital adjustment plays a key role in the physical and psychosocial wellbeing. We conducted a cross-sectional study to evaluate marital adjustment and its association with psychological distress, suicidal ideation, sleep problems, and quality of life in patients with cancer. We collected demographic and clinical information using a structured survey. We assessed marital adjustment, quality of life, psychological distress profile, and sleep problems of participants using validated instruments: the Locke and Wallace Marital Adjustment Test (LWMAT), the Short-Form Health Survey-12, the Beck’s Depression Inventory (BDI), the Beck Anxiety Inventory (BAI), and the Insomnia Severity Index (ISI). Suicidal ideation was assessed with item nine of the BDI. Of the 130 patients (52.3% females, mean age 57.9 ± 12.4 years) enrolled, 20 (15%) were classified as experiencing poor marital adjustment. Moderate to severe depression, anxiety, and insomnia were found in 25.4%, 34.6%, and 24.7% of participants, respectively. Positive suicidal ideation was documented in 13.8% of participants. We found a significant association between poor marital adjustment and depression, anxiety, suicidal ideation, and poor sleep. Our study confirms the relevance of marital adjustment in relation to the psychological wellbeing of patients with cancer. Depression, anxiety, and poor sleep were found to be significantly associated with poor marital adjustment.
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Alyabsi M, Ramadan M, Algarni M, Alshammari K, Jazieh AR. The effect of marital status on stage at diagnosis and survival in Saudis diagnosed with colorectal cancer: cancer registry analysis. Sci Rep 2021; 11:8603. [PMID: 33883627 PMCID: PMC8060407 DOI: 10.1038/s41598-021-88042-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Accepted: 04/07/2021] [Indexed: 12/17/2022] Open
Abstract
Colorectal cancer (CRC) is the most common cancer in males and third in females in Saudi Arabia, with the majority (66%) diagnosed at a late stage. We evaluated the effect of marital status on stage at diagnosis and CRC survival. We hypothesized that married patients would be more likely to present at an early stage and have higher survival than unmarried patients. The Ministry of National Guard-Health Affairs (MNG-HA) cancer registry was used to identify patients diagnosed with CRC from 2009 to 2017. A competing risk analysis was performed to assess the 5-year CRC-specific survival, adjusting for potential confounders. The Kaplan-Meier method and the Cox regressions were used to assess survival. Two-thirds (76.50%) of the 936 CRC patients were married, 11.64% were unmarried, and 11.86% had an unknown marital status. With multiple imputation-based analysis, the multivariate analysis indicated that unmarried patients were 52% more likely to present at an advanced stage [adjusted odds ratio (aOR) 1.52; 95% CI 1.33-1.73], and had a 30% higher risk of death due to CRC compared to the married patients (aHR 1.30; CI 1.17, 1.44). Future CRC screening and survivorship programs should assess the needs of the vulnerable unmarried population. Interventions supporting the early detection of CRC in this population may be beneficial in the long term and lead to improved cancer outcomes.
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Affiliation(s)
- Mesnad Alyabsi
- Population Health Research Section, King Abdullah International Medical Research Center, P.O. Box 22490, Riyadh, 11426, Saudi Arabia.
- King Saud Bin Abdulaziz University for Health Sciences, P.O. Box 22490, Riyadh, 11426, Saudi Arabia.
| | - Majed Ramadan
- Population Health Research Section, King Abdullah International Medical Research Center, King Abdul Aziz Medical City, Jeddah, 22384, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
| | - Mohammed Algarni
- Oncology Department, Ministry of National Guard - Health Affairs, Riyadh, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
- King Abdullah International Medical Research Center, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
| | - Kanan Alshammari
- Oncology Department, Ministry of National Guard - Health Affairs, Riyadh, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
- King Abdullah International Medical Research Center, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
| | - Abdul Rahman Jazieh
- Oncology Department, Ministry of National Guard - Health Affairs, Riyadh, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
- King Abdullah International Medical Research Center, P.O. Box 22490, Riyadh, 11426, Saudi Arabia
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