1
|
Cole KM, McGee S, Clemons M, Liu M, MacDonald F, Vandermeer L, Ng TL, Pond G, Emam KE. Development and application of a weighted change score to evaluate interventions for vasomotor symptoms in patients with breast cancer using regression trees: a cohort study. Breast Cancer Res Treat 2024:10.1007/s10549-024-07360-4. [PMID: 38763972 DOI: 10.1007/s10549-024-07360-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 04/24/2024] [Indexed: 05/21/2024]
Abstract
PURPOSE Vasomotor symptoms (VMS) are common among individuals with breast cancer (BC) and poorly managed symptoms are associated with reduced quality of life, treatment discontinuation, and poorer breast cancer outcomes. Direct comparisons among therapies are limited, as prior studies evaluating VMS interventions have utilized heterogeneous change measures which may not fully assess the perceived impact of change in VMS severity. METHODS We performed a prospective study where BC patients chose one of four categories of interventions to manage VMS. Change in VMS severity at 6 weeks was assessed using the validated Hot Flush Rating Scale (HFRS). A novel weighted change score integrating baseline symptom severity and directionality of change was computed to maximize the correlation between the change score and a perceived treatment effectiveness score. Variables influencing change in VMS severity were included in a regression tree to model factors influencing the weighted change score. RESULTS 100 baseline and follow-up questionnaires assessing VMS were completed by 88 patients. Correlations between treatment effectiveness and VMS outcomes strengthened following adjustment for baseline symptoms. Patients with low VMS severity at baseline did not perceive change in treatment effectiveness. Intervention category was predictive of change in HFRS at 6 weeks. CONCLUSION Baseline symptom severity and the directionality of change (improvement or deterioration of symptoms) influenced the perception of clinically meaningful change in VMS severity. Future interventional studies utilizing the weighted change score should target moderate-high baseline severity patients.
Collapse
Affiliation(s)
- Katherine Marie Cole
- Department of Medicine, Division of Medical Oncology, University of Ottawa, Ottawa, ON, Canada
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada
| | - Sharon McGee
- Department of Medicine, Division of Medical Oncology, University of Ottawa, Ottawa, ON, Canada
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Mark Clemons
- Department of Medicine, Division of Medical Oncology, University of Ottawa, Ottawa, ON, Canada
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Michelle Liu
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | | | - Lisa Vandermeer
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Terry L Ng
- Department of Medicine, Division of Medical Oncology, University of Ottawa, Ottawa, ON, Canada
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Gregory Pond
- Department of Oncology, McMaster University, Hamilton, ON, Canada
| | - Khaled El Emam
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada.
- Children's Hospital of Eastern Ontario Research Institute, 401 Smyth Road, Ottawa, ON, K1H 8L1, Canada.
| |
Collapse
|
2
|
Cole KM, Clemons M, McGee S, Alzahrani M, Larocque G, MacDonald F, Liu M, Pond GR, Mosquera L, Vandermeer L, Hutton B, Piper A, Fernandes R, Emam KE. Using machine learning to predict individual patient toxicities from cancer treatments. Support Care Cancer 2022; 30:7397-7406. [PMID: 35614153 PMCID: PMC9385785 DOI: 10.1007/s00520-022-07156-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 05/16/2022] [Indexed: 11/24/2022]
Abstract
PURPOSE Machine learning (ML) is a powerful tool for interrogating datasets and learning relationships between multiple variables. We utilized a ML model to identify those early breast cancer (EBC) patients at highest risk of developing severe vasomotor symptoms (VMS). METHODS A gradient boosted decision model utilizing cross-sectional survey data from 360 EBC patients was created. Seventeen patient- and treatment-specific variables were considered in the model. The outcome variable was based on the Hot Flush Night Sweats (HFNS) Problem Rating Score, and individual scores were dichotomized around the median to indicate individuals with high and low problem scores. Model accuracy was assessed using the area under the receiver operating curve, and conditional partial dependence plots were constructed to illustrate relationships between variables and the outcome of interest. RESULTS The model area under the ROC curve was 0.731 (SD 0.074). The most important variables in the model were as follows: the number of hot flashes per week, age, the prescription, or use of drug interventions to manage VMS, whether patients were asked about VMS in routine follow-up visits, and the presence or absence of changes to breast cancer treatments due to VMS. A threshold of 17 hot flashes per week was identified as being more predictive of severe VMS. Patients between the ages of 49 and 63 were more likely to report severe symptoms. CONCLUSION Machine learning is a unique tool for predicting severe VMS. The use of ML to assess other treatment-related toxicities and their management requires further study.
Collapse
Affiliation(s)
- Katherine Marie Cole
- Department of Medicine, Division of Medical Oncology, The University of Ottawa, Ottawa, Canada
| | - Mark Clemons
- Department of Medicine, Division of Medical Oncology, The University of Ottawa, Ottawa, Canada
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Sharon McGee
- Department of Medicine, Division of Medical Oncology, The University of Ottawa, Ottawa, Canada
| | - Mashari Alzahrani
- Department of Medicine, Division of Medical Oncology, The University of Ottawa, Ottawa, Canada
| | | | | | - Michelle Liu
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Gregory R Pond
- Department of Oncology, McMaster University, Hamilton, ON, Canada
| | - Lucy Mosquera
- CHEO Research Institute, University of Ottawa, 401 Smyth Road, Ottawa, ON, K1H 8L1, Canada
| | - Lisa Vandermeer
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Brian Hutton
- Clinical Epidemiology Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Ardelle Piper
- University of Ottawa Health Services, Ottawa, ON, Canada
| | - Ricardo Fernandes
- Division of Medical Oncology, Department of Oncology, Schulich School of Medicine & Dentistry, Western University, London, ON, Canada
| | - Khaled El Emam
- CHEO Research Institute, University of Ottawa, 401 Smyth Road, Ottawa, ON, K1H 8L1, Canada.
- School of Epidemiology and Public Health, University of Ottawa, Ottawa, ON, Canada.
| |
Collapse
|
3
|
Vasomotor symptoms in early breast cancer-a "real world" exploration of the patient experience. Support Care Cancer 2022; 30:4437-4446. [PMID: 35112212 PMCID: PMC8809216 DOI: 10.1007/s00520-022-06848-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 01/18/2022] [Indexed: 11/20/2022]
Abstract
Background Despite the frequency of vasomotor symptoms (VMS) in patients with early breast cancer (EBC), their optimal management remains unknown. A patient survey was performed to determine perspectives on this important clinical challenge. Methods Patients with EBC experiencing VMS participated in an anonymous survey. Patients reported on the frequency and severity of VMS using the validated Hot Flush Rating Scale (HFRS) and ranked their most bothersome symptoms. Respondents were also asked to determine endpoints that defined effective treatment of VMS and report on the effectiveness of previously tried interventions. Results Responses were received from 373 patients, median age 56 years (range 23–83), who experienced an average of 5.0 hot flashes per day (SD 6.57). Patients reported the most bothersome symptoms to be feeling hot/sweating (155/316, 49%) and sleeping difficulties (86/316, 27%). Fifty-five percent (201/365) of patients would consider a treatment to be effective if it reduced night-time awakenings. While 68% of respondents were interested in trying interventions from their healthcare team to manage VMS, only 18% actually did so. Of the 137 patients who had tried an intervention for VMS, pharmacological treatments, exercise, and relaxation strategies were more likely to be effective, while therapies such as melatonin and black cohosh were deemed less effective. Conclusion VMS are a common and bothersome problem for EBC patients, with a minority receiving interventions to manage these symptoms. Further research is needed to identify patient-centered strategies for managing these distressing symptoms.
Collapse
|
4
|
Mahon SM, Carr E. Hot Flashes: Common Side Effect. Clin J Oncol Nurs 2021; 25:28. [PMID: 34800125 DOI: 10.1188/21.cjon.s2.28] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
For hot flashes, standards of care are based on established evidence-based practice. Hot flashes are a sensation of heat that can be accompanied by facial flushing, perspiration, chills, heart palpitations, night sweats, and anxiety. Hot flashes occur in 51%-82% or women treated for breast cancer and 80% of men treated for prostate cancer with surgical or chemical castration.
Collapse
Affiliation(s)
| | - Ellen Carr
- University of California San Diego Moores Cancer Center
| |
Collapse
|
5
|
Saunders D, Liu M, Vandermeer L, Alzahrani MJ, Hutton B, Clemons M. The Rethinking Clinical Trials (REaCT) Program. A Canadian-Led Pragmatic Trials Program: Strategies for Integrating Knowledge Users into Trial Design. Curr Oncol 2021; 28:3959-3977. [PMID: 34677255 PMCID: PMC8534460 DOI: 10.3390/curroncol28050337] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 09/21/2021] [Accepted: 09/28/2021] [Indexed: 11/16/2022] Open
Abstract
We reviewed patient and health care provider (HCP) surveys performed through the REaCT program. The REaCT team has performed 15 patient surveys (2298 respondents) and 13 HCP surveys (1033 respondents) that have addressed a broad range of topics in breast cancer management. Over time, the proportion of surveys distributed by paper/regular mail has fallen, with electronic distribution now the norm. For the patient surveys, the median duration of the surveys was 3 months (IQR 2.5-7 months) and the median response rate was 84% (IQR 80-91.7%). For the HCP surveys, the median survey duration was 3 months (IQR 1.75-4 months), and the median response rate, where available, was 28% (IQR 21.2-49%). The survey data have so far led to: 10 systematic reviews, 6 peer-reviewed grant applications and 19 clinical trials. Knowledge users should be an essential component of clinical research. The REaCT program has integrated surveys as a standard step of their trials process. The COVID-19 pandemic and reduced face-to-face interactions with patients in the clinic as well as the continued importance of social media highlight the need for alternative means of distributing and responding to surveys.
Collapse
Affiliation(s)
- Deanna Saunders
- Cancer Therapeutics Program, Ottawa Hospital Research Institute, 501 Smyth Road, Box 511, Ottawa, ON K1H 8L6, Canada; (D.S.); (M.L.); (L.V.)
| | - Michelle Liu
- Cancer Therapeutics Program, Ottawa Hospital Research Institute, 501 Smyth Road, Box 511, Ottawa, ON K1H 8L6, Canada; (D.S.); (M.L.); (L.V.)
| | - Lisa Vandermeer
- Cancer Therapeutics Program, Ottawa Hospital Research Institute, 501 Smyth Road, Box 511, Ottawa, ON K1H 8L6, Canada; (D.S.); (M.L.); (L.V.)
| | - Mashari Jemaan Alzahrani
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and the University of Ottawa, 501 Smyth Road, Box 912, Ottawa, ON K1H 8L6, Canada;
| | - Brian Hutton
- Clinical Epidemiology Program, Ottawa Hospital Research Institute and University of Ottawa, 501 Smyth Road, Box 511, Ottawa, ON K1H 8L6, Canada;
| | - Mark Clemons
- Cancer Therapeutics Program, Ottawa Hospital Research Institute, 501 Smyth Road, Box 511, Ottawa, ON K1H 8L6, Canada; (D.S.); (M.L.); (L.V.)
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and the University of Ottawa, 501 Smyth Road, Box 912, Ottawa, ON K1H 8L6, Canada;
| |
Collapse
|
6
|
Toivonen KI, Oberoi D, King-Shier K, Piedalue KAL, Rash JA, Carlson LE, Campbell TS. Both "Vitamin L for Life" and "One Milligram of Satan": A Multi-Perspective Qualitative Exploration of Adjuvant Endocrine Therapy Use after Breast Cancer. Curr Oncol 2021; 28:2496-2515. [PMID: 34287250 PMCID: PMC8293219 DOI: 10.3390/curroncol28040227] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 07/01/2021] [Accepted: 07/02/2021] [Indexed: 11/30/2022] Open
Abstract
Adjuvant endocrine therapy (AET) is recommended after hormone receptor-positive breast cancer to reduce risk of recurrence, but adherence is sub-optimal in many women. Behavioral interventions have been ineffective in improving adherence rates to AET. This qualitative descriptive study investigates factors that support women in AET use and suggestions for interventions to improve AET use and management. Interviews with women who persisted with AET (n = 23), women who discontinued AET (n = 15), and healthcare providers (HCPs; oncologists, oncology residents, and pharmacists; n = 9) were conducted, transcribed, and described using thematic analysis. Data collection stopped once saturation occurred (i.e., no new codes or themes emerged during interviews). Two researchers created codes and developed themes in an iterative process; a third researcher verified the representativeness of final themes. This study was approved by the Health Research Ethics Board of Alberta (ID: HREBA.CC-17-0513). Women who persisted described being prepared for side effects and having self-management strategies, strong rationale for AET use, supportive HCPs, and available resources as relevant factors. Women who discontinued described feeling overwhelmed by side effects, information needs, drawbacks of AET, helpful/unhelpful experiences with HCPs, and contextual factors as relevant to their discontinuation. HCPs described health system-related and patient-related barriers, side effect management, and patient-provider interactions as relevant to supporting AET use. The considerable overlap in themes among the three groups suggests broad recognition of salient factors relevant to AET use and that associated strategies to improve use may be acceptable to patients and providers alike. Factors supporting AET use could include the following: education (which may be necessary but insufficient), developing a strong personal rationale for use, being prepared for side effects, having side effect management strategies, reciprocal communication between patients and HCPs, and accessible resources.
Collapse
Affiliation(s)
- Kirsti I. Toivonen
- Department of Psychology, University of Calgary, Calgary, AB T2N 1N4, Canada;
| | - Devesh Oberoi
- Division of Psychosocial Oncology, Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 1N4, Canada; (D.O.); (K.-A.L.P.)
| | | | - Katherine-Ann L. Piedalue
- Division of Psychosocial Oncology, Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 1N4, Canada; (D.O.); (K.-A.L.P.)
| | - Joshua A. Rash
- Department of Psychology, Memorial University of Newfoundland, St. John’s, NL A1C 5S7, Canada;
| | - Linda E. Carlson
- Division of Psychosocial Oncology, Department of Oncology, Cumming School of Medicine, University of Calgary, Calgary, AB T2N 1N4, Canada; (D.O.); (K.-A.L.P.)
| | - Tavis S. Campbell
- Department of Psychology, University of Calgary, Calgary, AB T2N 1N4, Canada;
| |
Collapse
|
7
|
Cole KM, Clemons M, Alzahrani M, Larocque G, MacDonald F, Vandermeer L, Hutton B, Piper A, Pond G, McGee S. Developing patient-centred strategies to optimize the management of vasomotor symptoms in breast cancer patients: a survey of health care providers. Breast Cancer Res Treat 2021; 188:343-350. [PMID: 34159473 PMCID: PMC8219176 DOI: 10.1007/s10549-021-06186-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Accepted: 03/10/2021] [Indexed: 11/24/2022]
Abstract
PURPOSE Vasomotor symptoms (VMS) such as hot flashes and night sweats are common in breast cancer patients and can affect both quality of life and treatment adherence. However, there is limited practical data to guide clinicians in the optimal selection of therapeutic strategies. A survey of health care providers was performed to better understand perspectives and prescribing practices for managing this problem. METHODS Canadian health care providers who treat patients with early stage breast cancer (EBC) participated in an anonymous electronic survey. Participants provided their perspectives on the prevalence and severity of VMS among patients with EBC, outlined their management strategies, and provided feedback on the perceived efficacy of interventions for VMS. RESULTS Responses were received from 65 providers including breast oncologists (36/65, 55%) and nurses with oncology expertise (29/65, 45%). Seventy-seven percent of participants reported regularly asking patients about VMS, and most indicated that bothersome VMS occurred in the majority of patients. Health care providers cited hot flash severity and sleep disruption as the most important issues for patients. The most common first- and second-line interventions recommended were lifestyle modifications (n = 32/65, 49.2%) and pharmacologic strategies (n = 27/65, 41.5%), respectively. Most respondents felt that interventions, including pharmacologic, over-the-counter, and complementary therapies, were only "somewhat effective". Overall, half of respondents (n = 35/65, 54%) reported being "confident" in managing VMS. CONCLUSION Given the variability of treatment recommendations, and health care provider uncertainty around the benefits of therapies for VMS, more 'real-world' trials are needed to optimize patient care.
Collapse
Affiliation(s)
- Katherine Marie Cole
- Division of Medical Oncology, Department of Medicine, The University of Ottawa, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada
| | - Mark Clemons
- Division of Medical Oncology, Department of Medicine, The University of Ottawa, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada.,Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Meshari Alzahrani
- Division of Medical Oncology, Department of Medicine, The University of Ottawa, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada
| | - Gail Larocque
- The Ottawa Hospital Cancer Centre, Ottawa, ON, Canada
| | | | - Lisa Vandermeer
- Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Brian Hutton
- Clinical Epidemiology Program, The Ottawa Hospital Research Institute, Ottawa Ontario, Canada
| | - Ardelle Piper
- University of Ottawa Health Services, Ottawa Ontario, Canada
| | - Greg Pond
- Department of Oncology, McMaster University, Hamilton, ON, Canada
| | - Sharon McGee
- Division of Medical Oncology, Department of Medicine, The University of Ottawa, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada. .,Cancer Therapeutics Program, The Ottawa Hospital Research Institute, Ottawa, ON, Canada.
| |
Collapse
|
8
|
Kaplan M, Mahon S, Lubejko B, Ginex P. Hot Flashes: Clinical Summary of the ONS Guidelines™ for Cancer Treatment–Related Hot Flashes in Women With Breast Cancer and Men With Prostate Cancer. Clin J Oncol Nurs 2020; 24:430-433. [DOI: 10.1188/20.cjon.430-433] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
|