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Fan T, Zhu S, Wang H, Dong Y, Zhou Y, Song Y, Pan S, Wu Q, Smith GD, Li Y, Han Y. Development and validation of the self-report symptom inventory of immune-related adverse events in patients with lung cancer. Asia Pac J Oncol Nurs 2024; 11:100603. [PMID: 39641008 PMCID: PMC11617387 DOI: 10.1016/j.apjon.2024.100603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2024] [Accepted: 10/09/2024] [Indexed: 12/07/2024] Open
Abstract
Objective This study aims to develop and validate the Self-Report Symptom Inventory of immune-related Adverse Events in Patients with Lung Cancer (SRSI-irAEs-LC) to allow for systematic assessment of symptomatic irAEs in patients with lung cancer treated with programmed cell death protein 1 (PD-1)/programmed death-ligand 1 (PD-L1) immune checkpoint inhibitors (ICIs). Methods A sequential two-phase mixed-methods study was conducted. In phase I, a draft version of the SRSI-irAEs-LC was constructed through item generation and draft inventory construction. Delphi expert consultation, cognitive interviews and a pilot study were conducted to evaluate the content validity and refine the scale. In phase II, psychometric testing was performed on 512 patients with lung cancer treated with PD-1/PD-L1 ICIs using item analysis, exploratory factor analysis (EFA), confirmatory factor analysis (CFA), criterion validity, discriminant validity, and reliability evaluations. Results Through 5 sequential steps in phase I, the preliminary version of the SRSI-irAEs-LC comprised 10 dimensions with 41 items. Through EFA, the final version of the SRSI-irAEs-LC included 8 dimensions and 26 items that explained 62.33% of the variance. The CFA model showed that the 8-factor model fitted the data well. Good criteria validity and known-groups discriminant validity were demonstrated. Cronbach's alpha, split-half reliability, and test-retest reliability of the scale were 0.824, 0.725, and 0.851, respectively. Conclusions Preliminarily, the SRSI-irAEs-LC is a valid and reliable instrument for assessing symptomatic irAEs in patients with lung cancer treated with PD-1/PD-L1 ICIs. Further research is needed to confirm its generalizability to a broader population as well as its validity and reliability.
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Affiliation(s)
- Tiantian Fan
- Thoracic Surgery Area Three, Guangzhou Institute of Cancer Research, The Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, China
| | - Siying Zhu
- School of Nursing, Guangzhou Medical University, Guangzhou, China
| | - Hong Wang
- School of Nursing, Guangzhou Medical University, Guangzhou, China
| | - Yan Dong
- School of Nursing, Guangzhou Medical University, Guangzhou, China
| | - Ying Zhou
- School of Nursing, Guangzhou Medical University, Guangzhou, China
| | - Yalan Song
- Nursing Department, Guangzhou Institute of Cancer Research, The Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, China
| | - Shan Pan
- Internal Medicine Oncology, The Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
| | - Qiujuan Wu
- Internal Medicine Oncology, The Fifth Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
| | | | - Yumei Li
- Nursing Department, Guangzhou Institute of Cancer Research, The Affiliated Cancer Hospital, Guangzhou Medical University, Guangzhou, China
| | - Yuan Han
- School of Nursing, Guangzhou Medical University, Guangzhou, China
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Grote C, Bohne AS, Blome C, Kähler KC. Quality of life under treatment with the immune checkpoint inhibitors ipilimumab and nivolumab in melanoma patients. Real-world data from a prospective observational study at the Skin Cancer Center Kiel. J Cancer Res Clin Oncol 2024; 150:454. [PMID: 39387946 PMCID: PMC11467021 DOI: 10.1007/s00432-024-05981-2] [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: 07/30/2024] [Accepted: 09/30/2024] [Indexed: 10/12/2024]
Abstract
PURPOSE Combined immunotherapy (ipilimumab + nivolumab) has improved survival in stage IV melanoma patients, making Health-related Quality of Life (HrQoL) crucial due to potential immune-related adverse events (irAEs). Previous studies treated HrQoL as secondary/explorative endpoint, and no specific HrQoL questionnaire for melanoma patients on immune checkpoint inhibitor (ICI) therapy exists. This study aimed to gather specific HrQoL data during combined ICI therapy, tracking changes during and after treatment, and examining associations with gender, irAEs, and treatment response. METHODS 35 melanoma patients (22 males, 13 females) undergoing combined ICI were surveyed using the Short-form 36 questionnaire (SF-36), the Inflammatory Bowel Disease Questionnaire - Deutsch (IBDQ-D), and the distress thermometer (DT). HrQoL was evaluated during treatment, after six months, and at the onset of autoimmune colitis. RESULTS irAEs occurred in 51.4% of patients, with colitis being the most common (26.1%). 45.7% had progressive disease. SF-36 showed stable HrQoL during treatment and follow-up. Women had worse HrQoL on the physical component scale than men (p = 0.019). Patients with progression showed worse HrQoL over time in physical (p = 0.015) and mental health scales (p = 0.04). IBDQ-D showed constant HrQoL throughout treatment and follow-up. Distress on DT remained constant, with women reporting higher levels of distress. CONCLUSION HrQoL remained stable during and after therapy. Female gender and disease progression negatively impacted HrQoL. The development of irAEs was not associated with HrQoL, though this may not apply to severe irAEs like colitis, which were not assessed.
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Affiliation(s)
- Carolin Grote
- University Medical Center Hamburg-Eppendorf (UKE), Hamburg, Germany
- University Hospital Schleswig- Holstein (UKSH), Kiel, Germany
| | | | - Christine Blome
- University Medical Center Hamburg-Eppendorf (UKE), Hamburg, Germany
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Alwhaibi A, Alenazi MA, Alnofaie SD, Aldekhail AM, Alanazi RJ, Alghadeer S, Alghamdi AA, Alanazi SA. Real-World Comparison of Health-Related Quality of Life Associated with Use of Immune-Checkpoint Inhibitors in Oncology Patients. J Clin Med 2024; 13:4918. [PMID: 39201062 PMCID: PMC11355607 DOI: 10.3390/jcm13164918] [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: 07/12/2024] [Revised: 08/14/2024] [Accepted: 08/16/2024] [Indexed: 09/02/2024] Open
Abstract
Background: Immune checkpoint inhibitors (ICIs) offer a new treatment approach for cancer, with an improvement in patient survival. However, it remains unclear whether their use impacts the quality of life of treated patients. This study aims to compare the health-related quality of life (HRQoL) of patients treated with different anti-PD-1 and anti-PD-L1 drugs, including several single or combination therapies. Methods: This is a prospective observational study conducted with adult cancer patients who received at least one dose of anti-PD-1 or anti-PD-L1. The HRQoL of all adult patients was assessed using the European Organization for Research and Treatment of Cancer (EORTC) Quality of Life Questionnaire-Core 30 module (QLQ-C30), version 3, Arabic version. Results: A total of 199 patients were found to be eligible for this study. Of these, 93 patients (82 on a single medication and 11 on multiple ICIs) completed the questionnaire, with a response rate of 46.7%. The majority of patients were treated with pembrolizumab (39.8%), followed by a smaller number treated with nivolumab (35.5%). Most of the patients were diagnosed with solid and advanced malignancies-88.2% (p = 0.023) and 87.1% (p = 0.021), respectively-with a significant difference between treatment groups. The median functioning score was 84.7%, with no significant difference between treatment groups (p = 0.752). Fatigue and pain were noted in >50% of patients, influencing the overall cohort's score related to these symptoms, with scores of 88.8% and 83.3%, respectively. Although a non-significant variation was found in the scores of all combined symptoms among all groups, ranging from 82.1% to 90.4% (p = 0.931), patients receiving anti-PD-1 + anti-PD-L1 tended to more frequently complain about fatigue, pain, dyspnea, and constipation and hence, exhibited the worst, yet non-significant, scores compared to those of the other groups, with p = 0.234, p = 0.79, p = 0.704, and p = 0.86, respectively. All combined groups scored 83.3% on the global health scale. Nevertheless, the nivolumab-treated patients scored 75%, which was the worst global health score compared with those of the other groups, but this score was not statistically significant (p = 0.809). Conclusions: Our findings revealed no significant difference in the impact of different ICIs on the HRQoL of cancer patients. However, a larger number of cases would be necessary to provide a robust analysis and to yield conclusive results.
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Affiliation(s)
- Abdulrahman Alwhaibi
- Department of Clinical Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (A.M.A.); (S.A.)
| | - Miteb A. Alenazi
- Department of Pediatrics, College of Medicine, King Saud University, Riyadh 11451, Saudi Arabia;
| | - Saad D. Alnofaie
- Information Technology, King Abdulaziz Medical City, Ministry of National Guard Health Affairs, Riyadh 11426, Saudi Arabia;
| | - Abdullah M. Aldekhail
- Department of Clinical Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (A.M.A.); (S.A.)
| | - Rakan J. Alanazi
- Pharmacy Practice Department, College of Pharmacy, Alfaisal University, Riyadh 11533, Saudi Arabia;
| | - Sultan Alghadeer
- Department of Clinical Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia; (A.M.A.); (S.A.)
| | - Abdulrhman A. Alghamdi
- Pharmaceutical Services Department, Prince Sultan Military Medical City, Riyadh 11159, Saudi Arabia;
| | - Saleh A. Alanazi
- College of Pharmacy, King Saud bin Abdulaziz University for Health Sciences, Riyadh 14611, Saudi Arabia;
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Cimiano P, Collins B, De Vuono MC, Escudier T, Gottowik J, Hartung M, Leddin M, Neupane B, Rodriguez-Esteban R, Schmidt AL, Starke-Knäusel C, Voorhaar M, Wieckowski K. Patient listening on social media for patient-focused drug development: a synthesis of considerations from patients, industry and regulators. Front Med (Lausanne) 2024; 11:1274688. [PMID: 38515987 PMCID: PMC10955474 DOI: 10.3389/fmed.2024.1274688] [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: 08/08/2023] [Accepted: 02/12/2024] [Indexed: 03/23/2024] Open
Abstract
Patients, life science industry and regulatory authorities are united in their goal to reduce the disease burden of patients by closing remaining unmet needs. Patients have, however, not always been systematically and consistently involved in the drug development process. Recognizing this gap, regulatory bodies worldwide have initiated patient-focused drug development (PFDD) initiatives to foster a more systematic involvement of patients in the drug development process and to ensure that outcomes measured in clinical trials are truly relevant to patients and represent significant improvements to their quality of life. As a source of real-world evidence (RWE), social media has been consistently shown to capture the first-hand, spontaneous and unfiltered disease and treatment experience of patients and is acknowledged as a valid method for generating patient experience data by the Food and Drug Administration (FDA). While social media listening (SML) methods are increasingly applied to many diseases and use cases, a significant piece of uncertainty remains on how evidence derived from social media can be used in the drug development process and how it can impact regulatory decision making, including legal and ethical aspects. In this policy paper, we review the perspectives of three key stakeholder groups on the role of SML in drug development, namely patients, life science companies and regulators. We also carry out a systematic review of current practices and use cases for SML and, in particular, highlight benefits and drawbacks for the use of SML as a way to identify unmet needs of patients. While we find that the stakeholders are strongly aligned regarding the potential of social media for PFDD, we identify key areas in which regulatory guidance is needed to reduce uncertainty regarding the impact of SML as a source of patient experience data that has impact on regulatory decision making.
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Affiliation(s)
- Philipp Cimiano
- Semalytix GmbH, Bielefeld, Germany
- CITEC, Bielefeld University, Bielefeld, Germany
| | - Ben Collins
- Boehringer Ingelheim International GmbH, Ingelheim, Germany
| | | | | | - Jürgen Gottowik
- Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | | | - Mathias Leddin
- Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Bikalpa Neupane
- Takeda Pharmaceuticals Co., Ltd., Cambridge, MA, United States
| | | | - Ana Lucia Schmidt
- Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
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Wang H, Dong Y, Fan T, Zhu S, Zhou Y, Song Y, Pan S, Wu Q, Li Y, Han Y. Health-related quality of life and its influencing factors among lung cancer patients receiving immune checkpoint inhibitors: A cross-sectional study. Eur J Oncol Nurs 2024; 68:102507. [PMID: 38219475 DOI: 10.1016/j.ejon.2024.102507] [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: 10/10/2023] [Revised: 01/01/2024] [Accepted: 01/05/2024] [Indexed: 01/16/2024]
Abstract
PURPOSE The aim of this study was to examine the level of health-related quality of life (HRQOL) of lung cancer patients receiving immune checkpoint inhibitors (ICIs) and analyze its influencing factors. METHOD A cross-sectional study was conducted. From April 2022 to March 2023, 560 lung cancer patients receiving ICIs at three medical bases in Guangzhou, China were recruited using a convenient sampling method. A general information questionnaire, the European Organization for Research and Treatment of Cancer Quality of Life Questionnaire Core 30 (EORTC QLQ-C30), the Social Support Rating Scale (SSRS) and the Medical Coping Modes Questionnaire (MCMQ) were used for collecting data on sociodemographic and clinical characteristics, HRQOL, social support and medical coping mode. A descriptive analysis was conducted to describe HRQOL. Multiple regression analysis was applied to determine the factors influencing HRQOL. RESULTS For lung cancer patients receiving ICIs, the mean score of HRQOL was 59.21 ± 19.86. Multivariate analysis indicated that acceptance-resignation coping mode (β = -0.37, P < 0.01), Eastern Cooperative Oncology Group (ECOG) score (β = -0.35, P < 0.01), combination of chemotherapy and/or bevacizumab (β = -0.14, P < 0.01), and subjective support (β = 0.07, P = 0.04) all contributed to 42.7% of the variance in HRQOL of the patients receiving ICIs. CONCLUSIONS It is imperative to address and resolve the HRQOL issue for lung cancer patients receiving ICIs. The findings suggest nurse practitioners should be aware of a variety of factors that influence HRQOL and provide tailored inventions to patients as early as possible to help them achieve better HRQOL.
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Affiliation(s)
- Hong Wang
- School of Nursing, Guangzhou Medical University, Guangzhou, 510180, China.
| | - Yan Dong
- School of Nursing, Guangzhou Medical University, Guangzhou, 510180, China.
| | - Tiantian Fan
- The Affiliated Cancer Hospital of Guangzhou Medical University, Guangzhou, 510095, China.
| | - Siying Zhu
- School of Nursing, Guangzhou Medical University, Guangzhou, 510180, China.
| | - Ying Zhou
- School of Nursing, Guangzhou Medical University, Guangzhou, 510180, China.
| | - Yalan Song
- The Affiliated Cancer Hospital of Guangzhou Medical University, Guangzhou, 510095, China.
| | - Shan Pan
- The Second Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510260, China.
| | - Qiujuan Wu
- The Fifth Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510700, China.
| | - Yumei Li
- The Affiliated Cancer Hospital of Guangzhou Medical University, Guangzhou, 510095, China.
| | - Yuan Han
- School of Nursing, Guangzhou Medical University, Guangzhou, 510180, China.
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Meadows KA, Reaney M. Story completion (SC) - an epistemological approach to the interpretation of patient-reported outcomes? Expert Rev Pharmacoecon Outcomes Res 2024; 24:49-56. [PMID: 37804141 DOI: 10.1080/14737167.2023.2268833] [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: 06/07/2023] [Accepted: 10/05/2023] [Indexed: 10/09/2023]
Abstract
INTRODUCTION Patient-reported outcome measures (PROMs) quantitative data are increasingly accompanied by qualitative narrative data, which does not always provide the insights required to inform healthcare. AREAS COVERED This perspective considers how story completion (SC) may be used to gain a deeper insight on people's experiences and guide interpretation of the meaning of PROM responses. EXPERT OPINION Story completion (SC) is an epistemological approach involving participants telling a story in response to a pre-determined 'stem' they have been presented with.
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Affiliation(s)
| | - Matt Reaney
- IQVIA Patient Centered Solutions, Reading, UK
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Grumberg V, Chouaïd C, Gaudin AF, Le Tourneau C, Marabelle A, Bongiovanni-Delarozière I, Cotté FE, Borget I. Organizational Impact of Immunotherapies in Advanced Cancers in France. JCO Glob Oncol 2023; 9:e2300026. [PMID: 37595168 PMCID: PMC10846793 DOI: 10.1200/go.23.00026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 05/09/2023] [Accepted: 06/29/2023] [Indexed: 08/20/2023] Open
Abstract
PURPOSE In 2020, the French National Authority for Health (Haute Autorité de Santé) published a methodologic guide called organizational impact (OI) cartography to define and structure assessment of the OI of health technologies. As immunotherapies are associated with extended survival and improved quality of life in advanced cancer, we aimed to identify OIs that immunotherapies had on health care systems and professionals. To our knowledge, we suggest the first implementation for OI assessment on the basis of the cartography. METHODS A literature review was conducted, and interviews with health care professionals (HCPs) were performed to identify OIs of immunotherapies. They were asked if immunotherapies had OIs classified into three macrocriteria, namely, impact on the care process (six criteria), impact on capacities and skills required (six criteria), and impact on society (four criteria). If an OI was mentioned for a criterion, information on its impact (minor/moderate/major) and its timing was collected. We considered that an OI existed when 75% of HCPs mentioned an impact for a given criterion. RESULTS Overall, 27 HCPs were interviewed. For 12 of 16 criteria, most HCPs mentioned an impact, whereas the literature identified impacts for 11 criteria. Four criteria (skills and transfer between HCPs, scheduling capabilities, and social relationship) had consensus among HCPs and a high impact; two criteria (rhythm or care duration, working/living conditions) showed consensus but a moderate impact; two criteria (funding and scheduling capabilities cross-structure) had a high impact but no consensus. For eight criteria (as environment or inequity), there was no consensus and moderate impact. CONCLUSION The introduction of immunotherapies for advanced cancer has had an important OI in France, regarding capacities and skills. Further research using qualitative analysis of interviews will provide more information regarding OI.
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Affiliation(s)
- Valentine Grumberg
- Bristol Myers Squibb France, Rueil-Malmaison, France
- Oncostat, U1018, CESP, Inserm, Paris-Saclay University, "Ligue Contre le Cancer" Labeled Team, Villejuif, France
| | - Christos Chouaïd
- Department of Chest Medicine, Créteil University Hospital, Créteil, France
- INSERM U955, UPEC, IMRB, Créteil, France
| | | | - Christophe Le Tourneau
- Department of Drug Development and Innovation (D3i), Institut Curie, Paris, France
- INSERM U900 Research Unit, Paris-Saclay University, Saint-Cloud, France
| | - Aurélien Marabelle
- Drug Development Department (DITEP), INSERM U1015, Université Paris Saclay, Gustave Roussy, Villejuif, France
| | | | | | - Isabelle Borget
- Oncostat, U1018, CESP, Inserm, Paris-Saclay University, "Ligue Contre le Cancer" Labeled Team, Villejuif, France
- Department of Biostatistics and Epidemiology, Gustave Roussy, Paris-Saclay University, Villejuif, France
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Renner S, Loussikian P, Foulquié P, Marrel A, Barbier V, Mebarki A, Schück S, Bharmal M. Patient and Caregiver Perceptions of Advanced Bladder Cancer Systemic Treatments: Infodemiology Study Based on Social Media Data. JMIR Cancer 2023; 9:e45011. [PMID: 36972135 PMCID: PMC10131927 DOI: 10.2196/45011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/01/2023] [Accepted: 03/02/2023] [Indexed: 03/29/2023] Open
Abstract
BACKGROUND In 2022, it was estimated that more than 80,000 new cases of bladder cancer (BC) were diagnosed in the United States, 12% of which were locally advanced or metastatic BC (advanced BC). These forms of cancer are aggressive and have a poor prognosis, with a 5-year survival rate of 7.7% for metastatic BC. Despite recent therapeutic advances for advanced BC, little is known about patient and caregiver perceptions of different systemic treatments. To further explore this topic, social media can be used to collect the perceptions of patients and caregivers when they discuss their experiences on forums and online communities. OBJECTIVE The aim of this study was to assess patient and caregiver perceptions of chemotherapy and immunotherapy for treating advanced BC from social media-posted data. METHODS Public posts on social media in the United States between January 2015 and April 2021 from patients with advanced BC and their caregivers were collected. The posts included in this analysis were geolocalized to the United States; collected from publicly available domains and sites, including social media sites such as Twitter and forums such as patient association forums; and were written in English. Posts mentioning any line of chemotherapy or immunotherapy were qualitatively analyzed by two researchers to classify perceptions of treatments (positive, negative, mixed, or without perception). RESULTS A total of 80 posts by 69 patients and 142 posts by 127 caregivers mentioning chemotherapy, and 42 posts by 31 patients and 35 posts by 32 caregivers mentioning immunotherapy were included for analysis. These posts were retrieved from 39 public social media sites. Among patients with advanced BC and their caregivers, treatment perceptions of chemotherapy were more negative (36%) than positive (7%). Most of the patients' posts (71%) mentioned chemotherapy factually without expressing a perception of the treatment. The caregivers' perceptions of treatment were negative in 44%, mixed in 8%, and positive in 7% of posts. In combined patient and caregiver posts, immunotherapy was perceived positively in 47% of posts and negatively in 22% of posts. Caregivers also posted more negative perceptions (37%) of immunotherapy than patients (9%). Negative perceptions of both chemotherapy and immunotherapy were mainly due to side effects and perceived lack of effectiveness. CONCLUSIONS Despite chemotherapy being standard first-line therapy for advanced BC, negative perceptions were identified on social media, particularly among caregivers. Addressing these negative perceptions of treatment may improve treatment adoption. Strengthening support for patients receiving chemotherapy and their caregivers to help them manage side effects and understand the role of chemotherapy in the treatment of advanced BC would potentially enable a more positive experience.
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Renner S, Marty T, Khadhar M, Foulquié P, Voillot P, Mebarki A, Montagni I, Texier N, Schück S. A New Method to Extract Health-Related Quality of Life Data From Social Media Testimonies: Algorithm Development and Validation. J Med Internet Res 2022; 24:e31528. [PMID: 35089152 PMCID: PMC8838601 DOI: 10.2196/31528] [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: 06/24/2021] [Revised: 10/05/2021] [Accepted: 10/29/2021] [Indexed: 11/13/2022] Open
Abstract
Background Monitoring social media has been shown to be a useful means to capture patients’ opinions and feelings about medical issues, ranging from diseases to treatments. Health-related quality of life (HRQoL) is a useful indicator of overall patients’ health, which can be captured online. Objective This study aimed to describe a social media listening algorithm able to detect the impact of diseases or treatments on specific dimensions of HRQoL based on posts written by patients in social media and forums. Methods Using a web crawler, 19 forums in France were harvested, and messages related to patients’ experience with disease or treatment were specifically collected. The SF-36 (Short Form Health Survey) and EQ-5D (Euro Quality of Life 5 Dimensions) HRQoL surveys were mixed and adapted for a tailored social media listening system. This was carried out to better capture the variety of expression on social media, resulting in 5 dimensions of the HRQoL, which are physical, psychological, activity-based, social, and financial. Models were trained using cross-validation and hyperparameter optimization. Oversampling was used to increase the infrequent dimension: after annotation, SMOTE (synthetic minority oversampling technique) was used to balance the proportions of the dimensions among messages. Results The training set was composed of 1399 messages, randomly taken from a batch of 20,000 health-related messages coming from forums. The algorithm was able to detect a general impact on HRQoL (sensitivity of 0.83 and specificity of 0.74), a physical impact (0.67 and 0.76), a psychic impact (0.82 and 0.60), an activity-related impact (0.73 and 0.78), a relational impact (0.73 and 0.70), and a financial impact (0.79 and 0.74). Conclusions The development of an innovative method to extract health data from social media as real time assessment of patients’ HRQoL is useful to a patient-centered medical care. As a source of real-world data, social media provide a complementary point of view to understand patients’ concerns and unmet needs, as well as shedding light on how diseases and treatments can be a burden in their daily lives.
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Affiliation(s)
| | | | | | | | | | | | - Ilaria Montagni
- Bordeaux Population Health Research Center, UMR 1219, Bordeaux University, Inserm, Bordeaux, France
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Wilczynski O, Boisbouvier A, Radoszycki L, Cotté FE, Gaudin AF, Lemasson H. Integrating Quality of Life in the Care Pathway of Cancer Patients Undergoing Immunotherapy Treatment: Descriptive, Cross-sectional Survey of an Online Patient Community's Experiences and Expectations. J Med Internet Res 2022; 24:e25792. [PMID: 35014969 PMCID: PMC8790682 DOI: 10.2196/25792] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 04/12/2021] [Accepted: 10/26/2021] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND New cancer treatments, such as immune checkpoint inhibitors (ICIs), can improve survival and health-related quality of life (HRQoL) in patients with cancer. Although long-term monitoring of HRQoL has been shown to improve survival, integration of HRQoL into everyday practice remains poorly documented. OBJECTIVE This study describes experiences and expectations of patients treated with ICIs regarding a discussion of HRQoL with health care professionals (HCPs) in cancer management. METHODS This cross-sectional study was conducted in an online patient community (Carenity) in France. Patients treated with ICIs for cancer, included between September 2018 and January 2019, completed a questionnaire to assess the involvement of HCP in a discussion of HRQoL and when and what was discussed. RESULTS Of 82 patients included (mean age: 56.9 years, 95% CI 54.2-59.6; 46 [56%] male; 34 [41%] with lung cancer), 62 (76%) reported discussing HRQoL at least once with HCPs, mainly general practitioners (54/82, 66%), oncologists (53/82, 65%), and hospital nurses (50/82, 61%). Around half (45/82, 55%) of the patients were satisfied with these discussions. Discussions with the oncologist were at the patient's initiative (34/53, 64%). Discussions occurred primarily during follow-up visits (40/62, 65%), when adverse events occurred (30/62, 48%), and at treatment initiation (27/62, 32%). The most discussed dimensions were symptoms (48/62, 77%) and physical well-being (43/62, 69%). With respect to expectations, 54/82 (66%) patients considered oncologists as the most important HCPs for discussing HRQoL. These discussions were desirable throughout the care pathway, particularly at diagnosis (63/82, 77%) and when treatment was initiated (75/82, 92%) or changed (68/82, 83%). All HRQoL dimensions were considered important to discuss. CONCLUSIONS With only around half of the patients satisfied with HRQoL discussions, impactful HRQoL integration in clinical practice is critical. According to patients, this integration should involve mainly oncologists and general practitioners, should happen at every step of the care pathway, and should be extended to dimensions that are currently rarely addressed.
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Kalf RRJ, Delnoij DMJ, Ryll B, Bouvy ML, Goettsch WG. Information Patients With Melanoma Spontaneously Report About Health-Related Quality of Life on Web-Based Forums: Case Study. J Med Internet Res 2021; 23:e27497. [PMID: 34878994 PMCID: PMC8693198 DOI: 10.2196/27497] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 08/27/2021] [Accepted: 09/25/2021] [Indexed: 01/22/2023] Open
Abstract
Background There is a general agreement on the importance of health-related quality of life (HRQoL). This type of information is becoming increasingly important for the value assessment of health technology assessment agencies in evaluating the benefits of new health technologies, including medicines. However, HRQoL data are often limited, and additional sources that provide this type of information may be helpful. Objective We aim to identify the HRQoL topics important to patients with melanoma based on web-based discussions on public social media forums. Methods We identified 3 public web-based forums from the United States and the United Kingdom, namely the Melanoma Patient Information Page, the Melanoma International Forum, and MacMillan. Their posts were randomly selected and coded using qualitative methods until saturation was reached. Results Of the posts assessed, 36.7% (150/409) of posts on Melanoma International Forum, 45.1% (198/439) on MacMillan, and 35.4% (128/362) on Melanoma Patient Information Page focused on HRQoL. The 2 themes most frequently mentioned were mental health and (un)certainty. The themes were constructed based on underlying and more detailed codes. Codes related to fear, worry and anxiety, uncertainty, and unfavorable effects were the most-often discussed ones. Conclusions Web-based forums are a valuable source for identifying relevant HRQoL aspects in patients with a given disease. These aspects could be cross-referenced with existing tools and they might improve the content validity of patient-reported outcome measures, including HRQoL questionnaires. In addition, web-based forums may provide health technology assessment agencies with a more holistic understanding of the external aspects affecting patient HRQoL. These aspects might support the value assessment of new health technologies and could therefore help inform topic prioritization as well as the scoping phase before any value assessment.
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Affiliation(s)
- Rachel R J Kalf
- Department of Pharmacoepidemiology and Clinical Pharmacology, University Utrecht, Utrecht, Netherlands.,National Health Care Institute, Diemen, Netherlands
| | - Diana M J Delnoij
- National Health Care Institute, Diemen, Netherlands.,Erasmus School of Health Policy and Management, Erasmus University Rotterdam, Rotterdam, Netherlands
| | - Bettina Ryll
- Melanoma Patient Network Europe, Uppsala, Sweden
| | - Marcel L Bouvy
- Department of Pharmacoepidemiology and Clinical Pharmacology, University Utrecht, Utrecht, Netherlands
| | - Wim G Goettsch
- Department of Pharmacoepidemiology and Clinical Pharmacology, University Utrecht, Utrecht, Netherlands.,National Health Care Institute, Diemen, Netherlands
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Westeel V, Bourdon M, Cortot AB, Debieuvre D, Toffart AC, Acquadro M, Arnould B, Lambert J, Cotte FE, Gaudin AF, Lemasson H. Management of lung cancer patients' quality of life in clinical practice: a Delphi study. ESMO Open 2021; 6:100239. [PMID: 34388690 PMCID: PMC8363823 DOI: 10.1016/j.esmoop.2021.100239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Revised: 06/18/2021] [Accepted: 07/19/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND The assessment of health-related quality of life (HRQoL) has seen exponential growth in oncology clinical trials. However, the measurement of HRQoL has yet to be optimised in routine clinical practice. This study aimed at exploring the operationalisation of HRQoL in clinical practice with the goal of reaching a consensus from a panel of physicians. MATERIALS AND METHODS Physicians involved in the management of lung cancer patients in France were recruited to participate in a Delphi study. The study involved three rounds of iterated queries to gain consensus on management aspects of HRQoL, including timing of discussion on HRQoL, which specific domains of HRQoL should be discussed, and what was the most appropriate method of assessment. The threshold adopted for consensus was at least 70% agreement among physicians. A scientific committee reviewed results following each round of the Delphi study. RESULTS A representative panel of 60 physicians participated in this study. Consensus was obtained for HRQoL management at all time points in the patient care pathway. Panellists agreed that HRQoL discussions should occur during routine visits and hospitalisation. The involvement of patients' relatives was also recognised as important, except when discussing side-effects and involvement of a multidisciplinary team. There was a lack of consensus on a systematic assessment for all patients at each visit and no consensus on how HRQoL should be measured in clinical practice. CONCLUSIONS HRQoL discussions are considered an integral part in the management of lung cancer patients, and are deemed key to success in patient-physician interaction. Further research is required to harmonise how best to implement HRQoL assessment.
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Affiliation(s)
- V Westeel
- Unité de Méthodologie et de Qualité de Vie en Cancérologie, Centre Hospitalier Universitaire de Besançon, UMR1098, Université de Franche-Comté, Besançon, France
| | - M Bourdon
- Institut de Cancérologie de l'Ouest, Nantes, Angers, France; UMR INSERM 1246 SPHERE, Université de Nantes, Université de Tours, Tours, France
| | - A B Cortot
- University of Lille, Centre Hospitalier Universitaire de Lille, CNRS, Inserm, Institut Pasteur de Lille, UMR9020-UMR-S 1277-Canther, Lille, France
| | - D Debieuvre
- GHRMSA-Hôpital Emile Muller, Mulhouse, France
| | - A-C Toffart
- Centre Hospitalier Universitaire de Grenoble Alpes, Grenoble, France
| | - M Acquadro
- Patient Centred Outcomes, ICON plc, Lyon, France
| | - B Arnould
- Patient Centred Outcomes, ICON plc, Lyon, France
| | - J Lambert
- Patient Centred Outcomes, ICON plc, Lyon, France.
| | - F-E Cotte
- Bristol-Myers Squibb, Rueil-Malmaison, France
| | - A-F Gaudin
- Bristol-Myers Squibb, Rueil-Malmaison, France
| | - H Lemasson
- Bristol-Myers Squibb, Rueil-Malmaison, France
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