Predicting the Risk of Psychological Distress among Lung Cancer Patients: Development and Validation of a Predictive Algorithm Based on Sociodemographic and Clinical Factors

Development and validation of a web-based calculator for determining the risk of psychological distress based on machine learning algorithms: A cross-sectional study of 342 lung cancer patients

PURPOSE

Early and accurate identification of the risk of psychological distress allows for timely intervention and improved prognosis. Current methods for predicting psychological distress among lung cancer patients using readily available data are limited. This study aimed to develop a robust machine learning (ML) model for determining the risk of psychological distress among lung cancer patients.

METHODS

A cross-sectional study was designed to collect data from 342 lung cancer patients. Least Absolute Shrinkage and Selection Operator (LASSO) was used for feature selection. Model training and validation were conducted with bootstrap resampling method. Fivefold cross-validation evaluated and optimized the model with parameter tuning. Feature importance was assessed using SHapley additive exPlanations (SHAP) method.

RESULTS

The model identified seven independent risk factors of psychological distress: residence (β = 0.141), diagnosis duration (β = 0.055), TNM stage (β = 0.098), pain severity (β = 0.067), perceived stigma (β = 0.052), illness perception (β = 0.100), and coping style (β = 0.097). Among the eight ML algorithms evaluated, the extreme gradient boosting (XGBoost) algorithm demonstrated the highest performance with AUROC values of 0.988, 0.945, and 0.922 for the training, validation, and test sets, respectively. The model's results were further explained using SHAP, which revealed the importance and contribution of each risk factor to the overall distress risk. A web-based tool was developed based on this model to facilitate clinical use.

CONCLUSION

The XGBoost classifier demonstrated exceptional performance, and clinical implementation of the web-based risk calculator can serve as an easy-to-use tool for health practitioners to formulate early prevention and intervention strategies.

The effectiveness of exercise interventions on psychological distress in patients with lung cancer: a systematic review and meta-analysis

PURPOSE

To assess the effectiveness of exercise interventions on psychological distress in lung cancer patients and how this effectiveness varies by cancer stage, treatment, intervention type (exercise/with other interventions), exercise mode, duration, and sustained effects over time.

METHODS

Randomized controlled trials (RCTs) investigating exercise effects on psychological distress were included. Exclusion criteria were studies with less than 50% lung cancer patients, those on pharmacotherapy/psychotherapy, and studies focused solely on breathing exercises. Data sources included PubMed, Embase, MEDLINE, CINAHL, and Scopus. Reporting followed PRISMA 2020 guidelines, with analysis via Review Manager 5.4, and quality assessed using Cochrane RoB 2.

RESULTS

Twenty-two studies with 1524 participants were selected from 611 articles. All intervention groups were compared to usual care. Meta-analysis, including 11 studies, showed significant reductions in anxiety (SMD =  - 0.52, 95% CI =  - 0.94 to - 0.09, p = .02) and depression (SMD =  - 0.55, 95% CI =  - 0.89 to - 0.21, p = .001). The subgroup revealed that early-stage patients, surgery alone, engaging in aerobic exercise (with other exercise modes) or combined interventions showed greater effectiveness in reducing anxiety and depression. Regarding sustained effects, exercise interventions showed a significant medium-term effect on reducing anxiety.

CONCLUSION

Exercise interventions show promise in reducing psychological distress among lung cancer patients. However, further research is needed to optimize these interventions and explore their long-term effects.

IMPLICATIONS FOR CANCER SURVIVORS

The effectiveness of exercise interventions on psychological distress in lung cancer patients varies by cancer stage, treatment, and intervention type, supporting the use of tailored programs.

Prevalence and associated factors of psychological distress among patients with breast cancer: a systematic review and meta-analysis

OBJECTIVE

This paper aims to evaluate the literature on the prevalence of psychological distress and its associated factors in patients with breast cancer.

DESIGN

Systematic review and meta-analysis.

DATA SOURCES

PubMed, Web of Science, Embase, the Cochrane Library, China National Knowledge Infrastructure and Wanfang were searched from inception to 11 June 2024.

ELIGIBILITY CRITERIA

Studies reported data on the prevalence and correlates of psychological distress were included. Review, letter, conference abstracts and articles not available in English and Chinese were excluded.

DATA EXTRACTION AND SYNTHESIS

Two researchers independently conducted literature screening, data extraction and bias risk assessment. Meta-analysis was employed to estimate the prevalence and correlates of psychological distress in patients with breast cancer. The Agency for Healthcare Research and Quality and the Newcastle-Ottawa Scale were used for quality assessment. Meta-analysis was performed by using the R V.4.1.1 software.

RESULTS

In total, 34 studies representing 13 828 patients with breast cancer were included in the study. Most of the studies were cross-sectional study (n=25, 73.53%%). The pooled prevalence of psychological distress was 50% (95% CI 42% to 58%, I2=98%). Results showed that psychological distress was positively correlated with younger age (z=0.13, 95% CI 0.07 to 0.20), having children (z=0.39, 95% CI 0.11 to 0.61), poor financial situation (z=0.12, 95% CI -0.03 to 0.26), short time since diagnosis (z=0.19, 95% CI 0.01 to 0.36), previous treatment (z=0.15, 95% CI 0.03 to 0.27), distant metastasis (z=0.31, 95% CI 0.07 to 0.52), chemotherapy (z=0.22, 95% CI 0.05 to 0.38), prior emotional status (z=0.40, 95% CI 0.29 to 0.50), body image damaged (z=0.10, 95% CI -0.01 to 0.21), negative coping (z=0.12, 95% CI -0.11 to 0.34), communication avoidance (z=0.32, 95% CI 0.24 to 0.39) and negatively correlated with married (z=-0.25, 95% CI 0.45 to -0.02), high education level (z=-0.19, 95% CI -0.40 to 0.05), having insured (z=-0.04, 95% CI -0.15 to 0.08), full employment (z=-0.40, 95% CI -0.61 to -0.14), time of completion of treatment (z=-0.12, 95% CI -0.30 to -0.06), surgery (z=-0.05, 95% CI -0.53 to 0.45), social support (z=-0.18, 95% CI -0.29 to -0.06), post-traumatic growth (z=-0.19, 95% CI -0.34 to -0.03), good physical conditions (z=-0.17, 95% CI -0.29 to -0.04), positive coping (z=-0.22, 95% CI -0.53 to 0.15).

CONCLUSION

Our findings indicated that the prevalence of psychological distress in patients with breast cancers was 50% and 21 correlates of psychological distress. Screening and evidence-based interventions are urgent and essential to address this public concern and promote the health of patients with breast cancer.

PROSPERO REGISTRATION NUMBER

CRD42023397109.

Lung Cancer in Women-Sociodemographic, Clinical and Psychological Characteristics with Comparison to Men

(1) Background: There is a difference in the course of lung cancer between women and men. Therefore, there is a need to evaluate various factors in the patient population treated in daily practice. The purpose of this study was to analyze the clinical, sociodemographic and psychological aspects of female lung cancer. To better express the results, we compared women and men. (2) Methods: Consecutive patients with a history of lung cancer treatment admitted to the outpatient oncology clinic (Department of Lung Cancer and Chest Tumours, Maria Skłodowska-Curie National Research Institute of Oncology in Warsaw) and the Department of Internal Medicine, Pulmonary Diseases and Allergy, were enrolled. We conducted analyses of the clinical, psychological and socioeconomic factors of women with lung cancer treated in everyday practice, including a comparison with a group of men. Demographic data were collected from a self-administered questionnaire. We used the Perceived Stress Scale (PSS-10) and Acceptance of Illness Scale (AIS) questionnaires for psychological evaluation. (3) Results: A total of 100 patients with confirmed primary lung cancer with a history of treatment were enrolled in the study (50 women and 50 men). We found a significantly shorter history of smoking in the group of women; at the same time, there were no differences in the reported incidence of COPD. Despite comparable results to men on the psychological questionnaire (PSS-10, AIS), women more often reported a willingness to be supported by a psychologist or psychiatrist due to lung cancer. However, they did not decide to consult them more often than men. Immunotherapy was a significantly less frequently used method in women. (4) Conclusions: We should be more active in finding out the willingness to consult a psychologist or psychiatrist among women with lung cancer. The diagnosis of COPD should be considered more often among women due to the lack of differences in the reported incidence of COPD between men and women, despite a clear contrast in the number of pack-years.

Symptom clusters and their impact on quality of life among Chinese patients with lung cancer: A cross-sectional study

PURPOSE

To investigate the symptom clusters of Chinese patients with lung cancer, and explore their impact on quality of life (QoL) and each of its functioning.

METHOD

A cross-sectional study was conducted between October 2022 and April 2023 among 219 lung cancer patients at a general hospital in Sichuan Province. Data were collected using a general information questionnaire, the MD Anderson Symptom Inventory, and the EORTC QLQ-C30. R within the RStudio platform was used to conduct descriptive statistics, exploratory factor analysis and multiple regression analysis.

RESULTS

Psychoneurological, respiratory, gastrointestinal and fatigue-related symptom clusters were identified, each of which was significantly negatively correlated with overall QoL, global health status/QoL and each functioning. The respiratory (β = -0.60, P = 0.02) and fatigue-related symptom cluster (β = -0.86, P = 0.02) were predictors of global health status/QoL; the fatigue-related symptom cluster predicted physical (β = -1.68, P < 0.01), role (β = -1.63, P < 0.01) and cognitive functioning (β = -1.45, P < 0.01); the psychoneurological symptom cluster was a predictor of patients' emotional functioning (β = -1.26, P < 0.01); and the psychoneurological (β = -0.81, P < 0.01) and gastrointestinal symptom cluster (β = -0.60, P = 0.05) predicted social functioning.

CONCLUSIONS

Respiratory and fatigue-related symptom clusters were strong predictors of global health status/QoL; fatigue-related, psychoneurological and gastrointestinal symptom clusters had a negative impact on patients' functioning. Nurse practitioners should pay more attention to monitoring respiratory and fatigue-related symptom clusters to identify high-risk populations in time, and tailored interventions based on symptom clusters are needed to synergistically reduce the symptom burden, thereby improving patients' QoL.

Efficacy and mechanisms of 4-week MBSR on psychological distress in lung cancer patients: A single-center, single-blind, longitudinal, randomized controlled trial

Objective

This study aimed to evaluate the efficacy of a 4-week mindfulness-based stress reduction (MBSR) program on psychological distress in patients with lung cancer and elucidate its mechanisms.

Methods

This single-center, single-blinded, longitudinal, randomized controlled trial was conducted on 175 patients with lung cancer randomly allocated to a 4-week MBSR or a waiting-list group. The efficacy and mechanisms of the 4-week MBSR program were evaluated by outcome measures at preintervention (T0), the immediate postintervention (T1), 1 month (T2), and 3 months (T3). We analyzed the collected data using the per-protocol set principle, independent sample t-test, repeated measure analysis of variance, and structural equation modeling.

Results

The 4-week MBSR program significantly alleviated psychological distress (F ​= ​15.05, P ​< ​0.001), decreased perceived stigma (F ​= ​8.260, P ​= ​0.005), improved social support (F ​= ​16.465, P ​< ​0.001), and enhanced mindfulness (F ​= ​17.207, P ​< ​0.001) compared with usual care at T1, T2, and T3. All variables significantly changed over time except for copying style (P ​= ​0.250). The changes in social support, mindfulness, and perceived stigma mediated the efficacy of the 4-week MBSR program on psychological distress (β ​= ​-0.292, P ​= ​0.005; β ​= ​-0.358, P ​= ​0.005).

Conclusions

This study shows the benefits of the MBSR program for psychological distress, social support, mindfulness, and perceived stigma in patients with lung cancer. Also, it elucidates the mechanisms by which the MBSR program alleviates psychological distress by improving social support, enhancing mindfulness, and decreasing perceived stigma. The findings provide insights into applying the MBSR program to reduce psychological distress among patients with lung cancer.

Systematic assessment of microRNAs associated with lung cancer and physical exercise

It has long been evident that physical exercise reduces the risk of cancer and improves treatment efficacy in tumor patients, particularly in lung cancer (LC). Several molecular mechanisms have been reported, but the mechanisms related to microRNAs (miRNAs) are not well understood. MiRNAs modulated various basic biological processes by negatively regulating gene expression and can be transmitted between cells as signaling molecules. Recent studies have shown that miRNAs are actively released into the circulation during exercise, and are deeply involved in cancer pathology. Hence, the role of exercise intervention in LC treatment may be further understood by identifying miRNAs associated with LC and physical activity. Here, miRNAs expression datasets related to LC and exercise were collected to screen altered miRNAs. Further bioinformatic approaches were performed to analyze the value of the selected miRNAs. The results identified 42 marker miRNAs in LC, of which three core-miRNAs (has-miR-195, has-miR-26b, and has-miR-126) were co-regulated by exercise and cancer, mainly involved in cell cycle and immunity. Our study supports the idea that using exercise intervention as adjuvant therapy for LC patients. These core-miRNAs, which are down-regulated in cancer but elevated by exercise, may act as suppressors in LC and serve as non-invasive biomarkers for cancer prevention.

Analysis of Current Situation and Influencing Factors of Psychological Distress in Patients with Lung Cancer during Perioperative Period

Objective

To explore the degree of psychological distress in patients with lung cancer during the perioperative period and analyze its influencing factors.

Method

A cross-sectional survey was conducted on 372 perioperative patients with lung cancer admitted to our hospital by a convenience sampling method using general data collection and psychological pain thermometer scores.

Results

The psychological distress score of 372 patients with lung cancer in the perioperative period was 4.10 ± 2.88. The psychological distress of patients was related to physical problems, practical problems, medical expenses, and family communication problems. Logistic regression analysis showed that gender, economic burden caused by disease, child care, lack of interest in daily activities, and anxiety were the main factors affecting the degree of suffering of lung cancer patients.

Conclusion

The proportion of perioperative lung cancer patients with a psychological distress score ≥4 points was 55.6%, and more than half of the perioperative patients with lung cancer had a moderate level of psychological distress. Medical staff should pay attention to the management of the psychological distress of patients with lung cancer during the perioperative period, help patients solve practical problems in the process of cancer treatment, strengthen society's attention to female lung cancer patients, and establish a comprehensive cancer public welfare organization group.