Predictors of return to work after autologous stem cell transplantation in patients with multiple myeloma

Post-Transplant Complications in Patients Undergoing Autologous Hematopoietic Cell Transplantation (HCT)-A Comparative Analysis of Home Care versus Hospitalized Patients

Background and Objectives: The increase in indications for hematopoietic cell transplants (HCTs) has led to the development of new care options after said transplant, such as home care after transplantation, which improves the patients' quality of life. The main purpose of this research is to analyze the differences in the appearance of post-transplant complications between patients having underwent autologous HCT with at-home post-transplant modalities and those under in-hospital post-transplant care. Materials and Methods: An observational, analytical, longitudinal, and retrospective study of cases and controls. All transplanted people in the domiciliary model since 2020 are included as cases (20 subjects). For each case, two controls (40 subjects) are proposed among patients who received an autologous transplant in a hospital in the last five years with a similar demographic and pathological base profile in each case. Results: No significant differences were found between cases and controls, except for the Karnofsky value, which was higher in people receiving home treatment (91.7% vs. 87.74%; p = 0.05). The average number of days of the process post-transplantation was more significant at home (processing days 22.4 ± 2.6; post-transplantation days of 16.4 ± 2.08 versus 21.21 ± 4.18, with a mean of 15.51 ± 3.96 days post-transplant (days of the process p = 0.022; days post-transplant p = 0.002)). There is a more significant presence of neutropenic fever, mucositis, and positive blood cultures in the post-transplant patients who remain in the hospital. In contrast, the patients receiving home care post-transplantation undergo significantly more weight loss. Regarding the odds ratio of the appearance of adverse events, in the hospital setting, it is up to 8.5 times more likely to encounter neutropenic fever, 4.63 times more likely for mucositis, and 6.65 times more likely for the presence of pathogens in blood cultures. Conclusions: The home care modality in the post-transplant phase does not show an inferiority in conditions in the management and safety of the patient concerning the appearance of adverse events. However, more significant weight loss is detected in patients at home, and an increased risk of episodes of neutropenic fever, mucositis, and positive blood cultures for patients in hospital settings.

Comparison of Machine Learning Methods in the Study of Cancer Survivors' Return to Work: An Example of Breast Cancer Survivors with Work-Related Factors in the CONSTANCES Cohort

PURPOSE

Machine learning (ML) methods showed a higher accuracy in identifying individuals without cancer who were unable to return to work (RTW) compared to the classical methods (e.g. logistic regression models). We therefore aim to discuss the value of these methods in relation to RTW for cancer survivors.

METHODS

Breast cancer (BC) survivors who were working at diagnosis within the CONSTANCES cohort were included in the study. RTW was assessed five years after the BC diagnosis (early retirement was considered as non-RTW). Age and occupation at diagnosis, and physical occupational job exposures assessed using the Job Exposure Matrix, JEM-CONSTANCES, were evaluated as predictors of RTW five years after BC diagnosis. The following four ML methods were used: (i) k-nearest neighbors; (ii) random forest; (iii) neural network; and (iv) elastic net.

RESULTS

The training sample included 683 BC survivors (RTW: 85.7%), and the test sample 171 (RTW: 85.4%). The elastic net method had the best results despite low sensitivity (accuracy = 76.6%; sensitivity = 31.7%; specificity = 90.8%), and the random forest model was the most accurate (= 79.5%) but also the least sensitive (= 14.3%).

CONCLUSION

This study takes a first step towards opening up new possibilities for identifying the occupational determinants of cancer survivors' RTW. Further work, including a larger sample size, and more predictor variables, is now needed.

American Society for Transplantation and Cellular Therapy Return to Work Guidance Committee Recommendations for Health Care Providers Who Take Care of Hematopoietic Cell Transplantation Patients

Hematopoietic cell transplantation (HCT) health care providers report a desire to improve long-term outcomes and quality of life for their patients. One of the items frequently cited by patients in terms of transitioning from being a patient back to pre-HCT life is return to work (RTW). However, these patients report little support from their health care providers in facilitating this process, and only 50% to 60% achieve RTW, at a median of 3 years post-HCT. Barriers are physical, psychological, and logistical, as well as poor communication between the patient and their employer. We convened a group of experts in survivorship, rehabilitation, social work, and psychology to draft an evidence-based document to assist health care providers in guiding their patients' RTW journey. Guidance is drawn from the existing literature for HCT and general cancer patients and is divided into pre-HCT, peri-HCT, and post-HCT categories. Collaboration among health care providers, patients, and their employers is key to this transition. Suggested referrals and evaluations also are provided. The goal is for this guidance to be continually updated as we advance the field with more HCT-specific literature.

Digital Life Coaching during Stem Cell Transplantation: A Pilot Feasibility Study

BACKGROUND

For patients with multiple myeloma receiving high-dose chemotherapy followed by autologous stem cell transplantation (SCT), acute life disruptions and symptom burden may lead to worsened quality of life (QOL) and increased emotional distress. Digital life coaching (DLC), whereby trained coaches deliver personalized wellbeing-related support via phone calls and text messages, has been shown to improve QOL among SCT survivors. However, DLC has not been investigated during the acute peri-SCT period which is generally characterized by symptomatic exacerbations and 2-week hospitalizations.

OBJECTIVE

We launched a single-arm pilot study to investigate the feasibility of patient engagement with DLC during this intensive period.

METHODS

We approached English-speaking adult patients with multiple myeloma undergoing autologous SCT at our center. Enrolled patients received 16 weeks of virtual access to a life coach beginning at Day -5 before SCT. Coaches used structured frameworks to help patients identify and overcome personal barriers to wellbeing. Patients chose the coaching topics and preferred communication styles. Our primary endpoint was ongoing DLC engagement, defined as bidirectional conversations occurring at least once every four weeks during the study period. Secondary endpoints were electronic patient-reported outcome (ePRO) assessments of QOL, distress, and sleep disturbances. Our study was registered as clinicaltrials.gov identifier NCT04432818.

RESULTS

Of 20 screened patients, 17 patients chose to enroll and 15 underwent SCT as planned. Of these 15 patients (median age 65, range 50-81), 73% (n = 11) demonstrated ongoing DLC engagement. The median frequency of bidirectional conversations during the 3-month study period was once per 6.2 days (range: 3.9-28). During index hospitalizations with median lengths of stay 16 days (range 14-31), the median frequency of conversations was once per 5.3 days (range 2.7-15). ePRO assessments (94% adherence) demonstrated an expected QOL nadir during the second week following SCT. The prevalence of elevated distress was highest immediately before and after SCT, with 69% of patients exhibiting elevated distress at Day -5 and at Day +2.

CONCLUSIONS

DLC may be feasible for older patients during intensive hospital-based cancer treatments such as autologous stem cell transplantation for multiple myeloma. Limitations of our study include small sample size, selection bias among enrolled patients, and heterogeneity in DLC usage. Based on the positive results of this pilot study, a larger phase 2 randomized study of DLC during SCT is under way to investigate its efficacy with regard to patient wellbeing.

CLINICALTRIAL

Our study was registered as clinicaltrials.gov identifier NCT04432818.