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Fram J, Boss K, Villaflor V, Jayabalan P. Barriers to and enablers of physical activity participation in lung cancer survivors. PM R 2024. [PMID: 38874321 DOI: 10.1002/pmrj.13208] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 03/21/2024] [Accepted: 04/03/2024] [Indexed: 06/15/2024]
Abstract
BACKGROUND Although physical activity physical activity has been shown to have significant benefits for individuals living with cancer, engaging lung cancer survivors (LCS) in increasing routine physical activity participation has been particularly challenging. PURPOSE To describe enablers of, barriers to, and patterns of physical activity among LCS and to characterize interest in a physical activity program as a first step to improving physical activity engagement. METHODS The study consisted of a cross-sectional survey (n = 100) of adult LCS recruited from a thoracic oncology clinic assessing multiple domains of physical activity (engagement, perceived barriers, benefits, physical function, psychosocial factors, self-efficacy, and programmatic preferences). RESULTS Only 12% of LCS in our cohort (average age 67 years, 54% male, 81% with stage III or IV disease) met American College of Sports Medicine (ACSM) physical activity guidelines. Participants engaged in moderate-to-vigorous physical activity, with an average (SD) of 48.4 (91.8) minutes per week. The most commonly reported barriers to physical activity were fatigue (49%), dyspnea (39%), and difficulty with daily activities (34%). Regression analysis demonstrated a positive association between moderate-to-vigorous physical activity and higher income (r = 0.241, p = .016), physical function (r = 0.281, p = .005), and physical activity self-efficacy (r = 0.270, p = .007). Qualitative results demonstrated a strong interest in physical activity programming that is lung-cancer specific with a high level of support and guidance. CONCLUSION This study identified that LCS had low levels of physical activity with fatigue, dyspnea, socioeconomic, and functional limitations contributing. The majority of LCS are interested in an exercise program and believe that exercise engagement will produce functional benefits. The present study presents a framework to guide development of community-based interventions to increase LCS physical activity participation among LCS.
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Affiliation(s)
- Julia Fram
- Shirley Ryan AbilityLab, Chicago, Illinois, USA
- Department of Physical Medicine and Rehabilitation, Northwestern Feinberg School of Medicine, Chicago, Illinois, USA
| | | | - Victoria Villaflor
- Department of Medical Oncology and Therapeutics Research, City of Hope, Duarte, California, USA
| | - Prakash Jayabalan
- Shirley Ryan AbilityLab, Chicago, Illinois, USA
- Department of Physical Medicine and Rehabilitation, Northwestern Feinberg School of Medicine, Chicago, Illinois, USA
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Bland KA, France-Ratcliffe M, Krishnasamy M, Nandi A, Parr EB, Martin P, Cormie P, van Loon LJC, Zopf EM. "It gave me a sense of achievement and a sense of purpose"-a qualitative study of patient experiences of a virtually supervised exercise program for adults with advanced cancer and cachexia. Support Care Cancer 2024; 32:325. [PMID: 38700712 DOI: 10.1007/s00520-024-08526-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] [Received: 12/11/2023] [Accepted: 04/25/2024] [Indexed: 05/14/2024]
Abstract
People with advanced cancer and cachexia experience significant body weight loss, adversely impacting physical function and quality of life (QOL). Effective, evidence-based treatments for cancer cachexia are lacking, leaving patients with unmet needs. Exercise holds promise to improve patient QOL. However, information on patients' experiences of exercise, including their ability to cope with structured exercise, is limited. PURPOSE To explore patient experiences completing a structured, supervised exercise program for people with cachexia due to advanced cancer. METHODS Semi-structured interviews were conducted with participants enrolled in a phase II feasibility, randomized controlled trial to explore their experiences of an 8-week virtually supervised exercise program delivered via videoconference technology. Interviews were analysed using reflexive thematic analysis. RESULTS Seventeen participants completed interviews (female n = 9, 53%). Main interview themes included the following: (1) Deciding to exercise involves balancing concerns and expectations, (2) the exercise program is a positive experience, and (3) moving forward after the exercise program. While some participants initially held doubts about their physical capabilities and exercise safety, most wanted to exercise to enhance their wellbeing. Participants described the exercise program as a positive experience, offering diverse benefits. Some would have preferred in-person exercise, but all agreed the virtual format increased convenience. Participants emphasized the need to recommend the program to others in similar circumstances. They underscored the necessity and desire for ongoing support to sustain their new exercise habits. CONCLUSION Based on patient experiences, virtually supervised exercise programming appears to be feasible and meaningful to people with advanced cancer and cachexia.
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Affiliation(s)
- Kelcey A Bland
- Department of Physical Therapy, University of British Columbia, Vancouver, BC, Canada.
- Cancer Control, BC Cancer Research Institute, Vancouver, BC, Canada.
| | | | - Meinir Krishnasamy
- Department of Nursing, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
- Victorian Comprehensive Cancer Centre Alliance, Melbourne, VIC, Australia
| | - Amruta Nandi
- Department of Nursing, Faculty of Medicine, Dentistry and Health Sciences, University of Melbourne, Melbourne, VIC, Australia
- Department of Health Services Research, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Evelyn B Parr
- Mary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, VIC, Australia
| | - Peter Martin
- School of Medicine, Deakin University, Geelong, VIC, Australia
- Palliative Care, Barwon Health, Geelong, VIC, Australia
| | - Prue Cormie
- Department of Health Services Research, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Luc J C van Loon
- Mary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, VIC, Australia
- Department of Human Biology, NUTRIM School for Nutrition and Translational Research in Metabolism, Maastricht University, Maastricht, Netherlands
| | - Eva M Zopf
- Department of Medical Oncology, Cabrini Health, Malvern, VIC, Australia
- Mary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, VIC, Australia
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Laidsaar-Powell R, Butow P, Brown B, Mander K, Young J, Stone E, Chin V, Banks E, Lim CYS, Rankin NM. Carrying on with life as a lung cancer survivor: a qualitative study of Australian survivors' employment, finances, relationships, and healthcare experiences. Transl Lung Cancer Res 2024; 13:785-798. [PMID: 38736502 PMCID: PMC11082701 DOI: 10.21037/tlcr-23-815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 01/17/2024] [Indexed: 05/14/2024]
Abstract
Background With novel therapies, more individuals are living longer with lung cancer (LC). This study aimed to understand the impacts of LC on life domains such as employment, finances, relationships, and healthcare needs. Methods Individuals 18+, diagnosed with LC, 6-24 months post-treatment were recruited through an Australian LC cohort study (Embedding Research and Evidence in Cancer Healthcare-EnRICH). Demographic, clinical, quality-of-life and distress data were obtained through the EnRICH study database. Participants completed telephone interviews. Qualitative data were analysed via Framework methods. Results Twenty interviews (10 females) were conducted. Most participants were diagnosed with advanced LC (Stage III =8, Stage IV =6), and were on average 17 (range, 10-24) months post-diagnosis. Four themes related to "carrying on with life" as a LC survivor were identified: (I) the winding path back to work: those working pre-diagnosis discussed challenges of maintaining/returning to employment, and the meaning and satisfaction derived from work. (II) Vulnerability versus protection: managing the financial impacts of LC: wide variations in financial impacts, some described lost income and high healthcare expenses, others felt financially protected. (III) Connection and loneliness: navigating relationships as a survivor: some experienced lost friendships due to their diagnosis, others noted more meaningful connections. (IV) Still under the umbrella: healthcare during survivorship: participants noted the importance of ongoing oncology team connection and the vital role of cancer care coordinators. Conclusions Many individuals living with LC want to "carry on" with life. Participants spoke of challenges and opportunities across life domains of relationships, work, and finances, and noted the importance of continued specialist healthcare throughout survivorship.
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Affiliation(s)
- Rebekah Laidsaar-Powell
- Centre for Medical Psychology and Evidence-Based Decision-Making (CeMPED), School of Psychology, Faculty of Science, The University of Sydney, Sydney, NSW, Australia
| | - Phyllis Butow
- Centre for Medical Psychology and Evidence-Based Decision-Making (CeMPED), School of Psychology, Faculty of Science, The University of Sydney, Sydney, NSW, Australia
| | - Bea Brown
- NHMRC Clinical Trials Centre, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Kimberley Mander
- NHMRC Clinical Trials Centre, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Jane Young
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- The Daffodil Centre, The University of Sydney, A Joint Venture with Cancer Council, Sydney, NSW, Australia
| | - Emily Stone
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - Venessa Chin
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia
- The Kinghorn Cancer Centre, Sydney, NSW, Australia
- The Garvan Institute of Medical Research, Sydney, NSW, Australia
| | - Emily Banks
- National Centre for Epidemiology and Population Health, Australian National University, Canberra, ACT, Australia
| | - Chloe Yi Shing Lim
- Centre for Medical Psychology and Evidence-Based Decision-Making (CeMPED), School of Psychology, Faculty of Science, The University of Sydney, Sydney, NSW, Australia
| | - Nicole M. Rankin
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- Centre for Health Policy, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, VIC, Australia
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Agnew M, Cadmus-Bertram L, Kwekkeboom K, Gorzelitz J, Ruzicka M, Gangnon R, Andersen SW. "There is no expiration date": a qualitative analysis using the Social Cognitive Theory to identify factors influencing physical activity among adults living with advanced cancer. Support Care Cancer 2024; 32:242. [PMID: 38514490 DOI: 10.1007/s00520-024-08440-3] [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: 10/16/2023] [Accepted: 03/15/2024] [Indexed: 03/23/2024]
Abstract
PURPOSE To identify cognitive, behavioral, environmental, and other factors that influence physical activity in adults with advanced cancer using qualitative, semi-structured interviews. METHODS Eighteen semi-structured interviews were conducted with adults living with stage IV breast, prostate, or colorectal cancer; or multiple myeloma recruited from the University of Wisconsin Carbone Cancer Center. We used the Social Cognitive Theory to design the interview guide and a reflexive thematic approach for analysis. RESULTS Participants were 62 years old on average and currently receiving treatment. Despite reporting numerous barriers to physical activity, most participants discussed engaging in some physical activity. Participants reported difficulties coping with changes in physical functioning especially due to fatigue, weakness, neuropathy, and pain. While cold weather was seen as a deterrent for activity, access to sidewalks was a commonly reported feature of neighborhood conduciveness for physical activity. Regardless of current activity levels, adults with advanced cancer were interested in engaging in activities to meet their goals of gaining strength and maintaining independence. Having a conversation with a provider from their cancer care team about physical activity was seen as encouraging for pursuing some activity. CONCLUSIONS Adults living with advanced cancer are interested in pursuing activity to gain strength and maintain independence despite reported barriers to physical activity. To ensure patients are encouraged to be active, accessible resources, targeted referrals, and interventions designed to address their goals are critical next steps. RELEVANCE Integrating conversations about physical activity into oncology care for adults living with advanced cancer is an important next step to encourage patients to remain active and help them improve strength and maintain quality of life and independence.
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Affiliation(s)
- Megan Agnew
- Department of Population Health Sciences, University of Wisconsin Madison, 610 Walnut St #707, Madison, WI, 53726, USA.
| | - Lisa Cadmus-Bertram
- Department of Kinesiology, University of Wisconsin Madison, 1300 University Ave, Madison, WI, 53706, USA
- University of Wisconsin Carbone Cancer Center, 600 Highland Ave, Madison, WI, 53705, USA
| | - Kristine Kwekkeboom
- University of Wisconsin Carbone Cancer Center, 600 Highland Ave, Madison, WI, 53705, USA
- School of Nursing, University of Wisconsin Madison, 701 Highland Ave, Madison, WI, 53705, USA
| | - Jessica Gorzelitz
- Department of Health and Human Physiology, University of Iowa, 225 E Market St, Iowa City, IA, 52242, USA
- Holden Comprehensive Cancer Center, University of Iowa, 200 Hawkins Dr, Iowa City, IA, 52242, USA
| | - Marla Ruzicka
- Department of Kinesiology, University of Wisconsin Madison, 1300 University Ave, Madison, WI, 53706, USA
| | - Ronald Gangnon
- Department of Population Health Sciences, University of Wisconsin Madison, 610 Walnut St #707, Madison, WI, 53726, USA
- University of Wisconsin Carbone Cancer Center, 600 Highland Ave, Madison, WI, 53705, USA
- Department of Biostatistics and Medical Informatics, University of Wisconsin Madison, 600 Highland Ave, Madison, WI, 53792, USA
| | - Shaneda Warren Andersen
- Department of Population Health Sciences, University of Wisconsin Madison, 610 Walnut St #707, Madison, WI, 53726, USA
- University of Wisconsin Carbone Cancer Center, 600 Highland Ave, Madison, WI, 53705, USA
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Langballe R, Svendsen L, Jakobsen E, Dalton SO, Karlsen RV, Iachina M, Freund KM, Leclair A, Jørgensen LB, Skou ST, Ehlers JH, Torenholt R, Svendsen MN, Envold Bidstrup P. Nurse navigation, symptom monitoring and exercise in vulnerable patients with lung cancer: feasibility of the NAVIGATE intervention. Sci Rep 2023; 13:22744. [PMID: 38123657 PMCID: PMC10733288 DOI: 10.1038/s41598-023-50161-w] [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: 08/14/2023] [Accepted: 12/15/2023] [Indexed: 12/23/2023] Open
Abstract
We developed the Navigate intervention to improve survival among vulnerable lung cancer patients. In this intervention-only study, we examined feasibility in terms of recruitment, retention, attendance, adherence, and acceptability to specify adjustments to study procedures and intervention components prior to a randomized trial. The Navigate intervention includes nurse navigation, patient-reported outcomes, and physical exercise. Patients ≥ 18 years old, diagnosed with non-small cell lung cancer at any stage, with performance status ≤ 2, eligible for cancer treatment and vulnerable according to a screening instrument were included. The recruitment goal of eligible patients was 40% while the retention goal was 85%. The predefined cut-offs for sufficient attendance and adherence were ≥ 75%. Acceptability was evaluated by semi-structured interviews with participants, nurse navigators, and physiotherapists. Seventeen (56%) out of 30 screened patients were considered vulnerable and eligible for the study, 14 (82%) accepted participation, and 3 (21%) were subsequently excluded due to ineligibility, leaving 11 patients. Four patients dropped out (36%) and four patients died (36%) during follow-up and 3 (27%) were retained. All 11 patients participated in nurse sessions (mean 16, range 1-36) with 88% attendance and dialogue tools being applied in 68% of sessions. Ninety-one percent of patients responded to PROs (mean of 9 PROs, range 1-24) with 76% of the PRO questionnaires used (attendance) and 100% adherence (completion of all questions in PRO questionnaires), and 55% participated in exercise sessions with 58% attendance and 85% adherence. We identified important barriers primarily related to transportation, but overall acceptability was high. The Navigate intervention was feasible with high participation, acceptability and satisfactory adherence. Retention and exercise attendance were low, which resulted in adjustments.Trial registration: The feasibility study was initiated prior to the multicenter randomized controlled trial registered by ClinicalTrials.gov (number: NCT05053997; date 23/09/2021).
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Affiliation(s)
- Rikke Langballe
- Psychological Aspects of Cancer, Cancer Survivorship, Danish Cancer Institute, Copenhagen, Denmark.
- Department of Clinical Oncology and Palliative Care, Zealand University Hospital, Næstved, Denmark.
| | - Lukas Svendsen
- Psychological Aspects of Cancer, Cancer Survivorship, Danish Cancer Institute, Copenhagen, Denmark
| | - Erik Jakobsen
- Department of Thoracic Surgery, Odense University Hospital, Odense, Denmark
- The Danish Lung Cancer Registry, Odense University Hospital, Odense, Denmark
| | - Susanne Oksbjerg Dalton
- Cancer Survivorship, Danish Cancer Institute, Copenhagen, Denmark
- Institute of Clinical Medicine, Faculty of Health, University of Copenhagen, Copenhagen, Denmark
- Danish Research Center for Equality in Cancer, Department of Clinical Oncology & Palliative Care, Zealand University Hospital, Næstved, Denmark
| | - Randi Valbjørn Karlsen
- Psychological Aspects of Cancer, Cancer Survivorship, Danish Cancer Institute, Copenhagen, Denmark
| | - Maria Iachina
- Center for Clinical Epidemiology and Research Unit of Clinical Epidemiology, Odense University Hospital, Odense, Denmark
| | - Karen M Freund
- Department of Medicine, Tufts Medical Center, Tufts University School of Medicine, Boston, USA
| | - Amy Leclair
- Department of Medicine, Tufts Medical Center, Tufts University School of Medicine, Boston, USA
| | - Lars Bo Jørgensen
- The Research and Implementation Unit PROgrez, Department of Physiotherapy and Occupational Therapy, Næstved-Slagelse-Ringsted Hospitals, Slagelse, Denmark
- Research Unit for Musculoskeletal Function and Physiotherapy, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark
- Department of Physiotherapy and Occupational Therapy, Zealand University Hospital, Roskilde, Denmark
| | - Søren T Skou
- The Research and Implementation Unit PROgrez, Department of Physiotherapy and Occupational Therapy, Næstved-Slagelse-Ringsted Hospitals, Slagelse, Denmark
- Research Unit for Musculoskeletal Function and Physiotherapy, Department of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark
| | - Jeanette Haar Ehlers
- Department of Clinical Oncology and Palliative Care, Zealand University Hospital, Næstved, Denmark
| | - Rikke Torenholt
- Psychological Aspects of Cancer, Cancer Survivorship, Danish Cancer Institute, Copenhagen, Denmark
| | - Mads Nordahl Svendsen
- Department of Clinical Oncology and Palliative Care, Zealand University Hospital, Næstved, Denmark
| | - Pernille Envold Bidstrup
- Psychological Aspects of Cancer, Cancer Survivorship, Danish Cancer Institute, Copenhagen, Denmark
- Institute of Psychology, University of Copenhagen, Copenhagen, Denmark
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Altman DE, Zhang X, Fu AC, Rams AR, Baldasaro JA, Ahmad SA, Schlichting M, Marquis P, Benincasa E, Moulin C, Pawar V. Development of a Conceptual Model of the Patient Experience in Small Cell Lung Cancer: A Qualitative Interview Study. Oncol Ther 2023:10.1007/s40487-023-00223-w. [PMID: 36800099 DOI: 10.1007/s40487-023-00223-w] [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: 12/08/2022] [Accepted: 01/27/2023] [Indexed: 02/18/2023] Open
Abstract
INTRODUCTION Small cell lung cancer (SCLC) is a subtype of lung cancer, the second most common cancer diagnosis worldwide. Currently, there is little published qualitative research that provides insight into the disease-related symptoms and impacts that are relevant to patients living with SCLC as directly reported by patients themselves. METHODS This qualitative, cross-sectional, noninterventional, descriptive study included concept elicitation interviews with participants diagnosed with SCLC and the development of a conceptual model of clinical treatment benefit. RESULTS Concept elicitation interview data from 26 participants with SCLC were used to develop a conceptual model of clinical treatment benefit that organized 28 patient-reported concepts into two domains: disease-related symptoms (organ-specific and systemic) and impacts. Organ-specific symptoms included cough, chest pain, and difficulty breathing. Systemic symptoms included pain, fatigue, appetite loss, and dizziness. Impacts included physical functioning, role functioning, reduced movement, impact on sleep, and weight loss. CONCLUSION As evidenced by this study, people with SCLC experience considerable and significant symptoms and impacts, including physical and role functioning challenges, that affect their quality of life. This conceptual model will inform the design of a patient-reported outcome (PRO) questionnaire for a future SCLC clinical trial, helping to establish the content validity of the items and questionnaires used in the trial and ensuring that the questionnaires and items selected are appropriately targeted to the population. This conceptual model could also be used to inform future SCLC clinical trials.
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Affiliation(s)
| | - Xinke Zhang
- Janssen Real World Value & Evidence at Johnson & Johnson, New Brunswick, NJ, USA
| | - An-Chen Fu
- EMD Serono Research & Development Institute, an Affiliate of Merck KgaA, Billerica, MA, USA
| | - Alissa R Rams
- Modus Outcomes, a Division of THREAD, Cambridge, MA, USA
| | | | | | | | | | | | | | - Vivek Pawar
- EMD Serono Research & Development Institute, an Affiliate of Merck KgaA, Billerica, MA, USA
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Fang C, Markuzon N, Patel N, Rueda JD. Natural Language Processing for Automated Classification of Qualitative Data From Interviews of Patients With Cancer. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2022; 25:1995-2002. [PMID: 35840523 DOI: 10.1016/j.jval.2022.06.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 05/19/2022] [Accepted: 06/12/2022] [Indexed: 06/15/2023]
Abstract
OBJECTIVES This study sought to explore the use of novel natural language processing (NLP) methods for classifying unstructured, qualitative textual data from interviews of patients with cancer to identify patient-reported symptoms and impacts on quality of life. METHODS We tested the ability of 4 NLP models to accurately classify text from interview transcripts as "symptom," "quality of life impact," and "other." Interview data sets from patients with hepatocellular carcinoma (HCC) (n = 25), biliary tract cancer (BTC) (n = 23), and gastric cancer (n = 24) were used. Models were cross-validated with transcript subsets designated for training, validation, and testing. Multiclass classification performance of the 4 models was evaluated at paragraph and sentence level using the HCC testing data set and analyzed by the one-versus-rest technique quantified by the receiver operating characteristic area under the curve (ROC AUC) score. RESULTS NLP models accurately classified multiclass text from patient interviews. The Bidirectional Encoder Representations from Transformers model generally outperformed all other models at paragraph and sentence level. The highest predictive performance of the Bidirectional Encoder Representations from Transformers model was observed using the HCC data set to train and BTC data set to test (mean ROC AUC, 0.940 [SD 0.028]), with similarly high predictive performance using balanced and imbalanced training data sets from BTC and gastric cancer populations. CONCLUSIONS NLP models were accurate in predicting multiclass classification of text from interviews of patients with cancer, with most surpassing 0.9 ROC AUC at paragraph level. NLP may be a useful tool for scaling up processing of patient interviews in clinical studies and, thus, could serve to facilitate patient input into drug development and improving patient care.
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Affiliation(s)
- Chao Fang
- Oncology Biometrics ML/AI, AstraZeneca, Waltham, MA, USA
| | | | - Nikunj Patel
- US Medical Affairs, AstraZeneca, Gaithersburg, MD, USA
| | - Juan-David Rueda
- Oncology Market Access and Pricing, AstraZeneca, Gaithersburg, MD, USA
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Bland KA, Krishnasamy M, Parr EB, Mulder S, Martin P, van Loon LJC, Cormie P, Michael N, Zopf EM. “I want to get myself as fit as I can and not die just yet” – Perceptions of exercise in people with advanced cancer and cachexia: a qualitative study. BMC Palliat Care 2022; 21:75. [PMID: 35578224 PMCID: PMC9110215 DOI: 10.1186/s12904-022-00948-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Accepted: 04/15/2022] [Indexed: 11/10/2022] Open
Abstract
Cachexia is a prevalent muscle wasting syndrome among people with advanced cancer that profoundly impacts patient quality of life (QoL) and physical function. Exercise can improve QoL, physical function, and overall health in people with cancer and may be an important addition to treatment approaches for cancer cachexia. Greater understanding of patients’ perception of exercise can help elucidate the feasibility of implementing exercise interventions for cancer cachexia and facilitate the design of patient-centered interventions. We aimed to describe the perception of exercise in patients with advanced cancer and cachexia, and capture exercise motivators, barriers, and preferences, to inform the feasibility of exercise interventions. Individual interviews (n = 20) with patients with locally advanced or metastatic cancer with cachexia were conducted and analyzed using reflexive thematic analysis. Main themes from interviews were: 1) Life is disrupted by cancer and cachexia; 2) Exercise offers hope; 3) Exercise barriers are multifaceted; and 4) Exercise access and support are important. Participants reported that their cancer and cachexia had intensely altered their lives, including ability to exercise. Exercise was perceived as important and participants described a hope for exercise to improve their health and wellbeing. Yet, several complex exercise barriers, such as burdensome cancer symptoms and the overwhelming impact of the COVID-19 pandemic, hindered exercise participation and prevented participants from fully realizing the perceived benefits of exercise. Factors believed to improve exercise engagement and overcome exercise barriers included increased exercise support (e.g., professional supervision) and accessibility (e.g., convenient locations). Patient-reported exercise barriers and preferences can inform the design of exercise interventions, particularly within future research studies aiming to establish exercise feasibility and efficacy in people with advanced cancer and cachexia.
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