Cancer patients' function, symptoms and supportive care needs: a latent class analysis across cultures
Purpose Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class ana...
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Published in | Quality of Life Research Vol. 24; no. 1; pp. 135 - 146 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Cham
Springer
01.01.2015
Springer Science and Business Media LLC Springer International Publishing Springer Nature B.V |
Subjects | |
Online Access | Get full text |
ISSN | 0962-9343 1573-2649 1573-2649 |
DOI | 10.1007/s11136-014-0629-4 |
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Abstract | Purpose Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified. Methods This secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples. Results Across all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models ("high" vs. "low") were generally identifiable while in the combined sample, threeclass models ("high" vs. "moderate" vs. "low") best fit the data for all outcomes. Conclusions In this analysis, the level of burden experienced by patients was the key factor in defining classes. |
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AbstractList | Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified. This secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples. Across all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models ("high" vs. "low") were generally identifiable while in the combined sample, three-class models ("high" vs. "moderate" vs. "low") best fit the data for all outcomes. In this analysis, the level of burden experienced by patients was the key factor in defining classes.[PUBLICATION ABSTRACT] Purpose Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified. Methods This secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples. Results Across all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models ("high" vs. "low") were generally identifiable while in the combined sample, threeclass models ("high" vs. "moderate" vs. "low") best fit the data for all outcomes. Conclusions In this analysis, the level of burden experienced by patients was the key factor in defining classes. Purpose Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified. Methods This secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples. Results Across all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models (“high” vs. “low”) were generally identifiable while in the combined sample, three-class models (“high” vs. “moderate” vs. “low”) best fit the data for all outcomes. Conclusions In this analysis, the level of burden experienced by patients was the key factor in defining classes. Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified.PURPOSEPatient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified.This secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples.METHODSThis secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples.Across all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models ("high" vs. "low") were generally identifiable while in the combined sample, three-class models ("high" vs. "moderate" vs. "low") best fit the data for all outcomes.RESULTSAcross all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models ("high" vs. "low") were generally identifiable while in the combined sample, three-class models ("high" vs. "moderate" vs. "low") best fit the data for all outcomes.In this analysis, the level of burden experienced by patients was the key factor in defining classes.CONCLUSIONSIn this analysis, the level of burden experienced by patients was the key factor in defining classes. Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and supportive care needs. Research regarding the appropriate PRO questionnaires to use is informative. A previously published latent class analysis (LCA) examined patterns of function, symptoms, and supportive care needs in a sample of US cancer patients. The current analysis investigated whether the findings from the original study were replicated in new samples from different countries and whether a larger sample combining all the data would affect the classes identified. This secondary analysis of data from 408 Japanese and 189 Canadian cancer patients replicated the methods used in the original LCA using data from 117 US cancer patients. In all samples, subjects completed the EORTC-QLQ-C30 and Supportive Care Needs Survey Short Form-34 (SCNS-SF34). We first dichotomized individual function, symptom, and need domain scores. We then performed LCA to investigate the patterns of domains for each of the outcomes, both in the individual country samples and then combining the data from all three samples. Across all analyses, class assignment was made by level of function, symptoms, or needs. In individual samples, only two-class models ("high" vs. "low") were generally identifiable while in the combined sample, three-class models ("high" vs. "moderate" vs. "low") best fit the data for all outcomes. In this analysis, the level of burden experienced by patients was the key factor in defining classes. |
Author | Blackford, Amanda Akechi, Tatsuo Okuyama, Toru Bainbridge, Daryl Snyder, Claire F. Reese, Jennifer Barsky Sussman, Jonathan Howell, Doris |
AuthorAffiliation | 7 Lawrence Bloomberg Faculty of Nursing, University of Toronto, Toronto, Ontario, Canada 8 Division of General Internal Medicine, Department of Medicine, Johns Hopkins School of Medicine; Baltimore, MD, USA 9 Department of Health Policy & Management, Johns Hopkins Bloomberg School of Public Health; Baltimore, MD, USA 6 University Health Network, Princess Margaret Hospital, Toronto, Ontario, Canada 5 Department of Psychiatry and Cognitive-Behavioral Medicine, Nagoya City University Graduate School of Medical Sciences; Nagoya, Japan 3 Department of Oncology, McMaster University; Hamilton, Ontario, Canada 1 Department of Psychiatry & Behavioral Sciences, Johns Hopkins School of Medicine; Baltimore, MD, USA 2 Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins; Baltimore, MD, USA 4 Division of Palliative Care and Psycho-oncology, Nagoya City University Hospital; Nagoya, Japan |
AuthorAffiliation_xml | – name: 4 Division of Palliative Care and Psycho-oncology, Nagoya City University Hospital; Nagoya, Japan – name: 7 Lawrence Bloomberg Faculty of Nursing, University of Toronto, Toronto, Ontario, Canada – name: 8 Division of General Internal Medicine, Department of Medicine, Johns Hopkins School of Medicine; Baltimore, MD, USA – name: 6 University Health Network, Princess Margaret Hospital, Toronto, Ontario, Canada – name: 9 Department of Health Policy & Management, Johns Hopkins Bloomberg School of Public Health; Baltimore, MD, USA – name: 2 Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins; Baltimore, MD, USA – name: 3 Department of Oncology, McMaster University; Hamilton, Ontario, Canada – name: 5 Department of Psychiatry and Cognitive-Behavioral Medicine, Nagoya City University Graduate School of Medical Sciences; Nagoya, Japan – name: 1 Department of Psychiatry & Behavioral Sciences, Johns Hopkins School of Medicine; Baltimore, MD, USA |
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References_xml | – volume: 85 start-page: 365 issue: 5 year: 1993 end-page: 376 ident: CR10 article-title: The European Organization for Research and Treatment of Cancer QLQ-C30: A quality-of-life instrument for use in international clinical trials in oncology publication-title: Journal of the National Cancer Institute doi: 10.1093/jnci/85.5.365 – volume: 6 start-page: 522 issue: 5 year: 2003 end-page: 531 ident: CR1 article-title: Incorporating the patient’s perspective into drug development and communication: an ad hoc task force report of the patient-reported outcomes (PRO) Harmonization Group meeting at the Food and Drug Administration, February 16, 2001 publication-title: Value in Health doi: 10.1046/j.1524-4733.2003.65309.x – volume: 19 start-page: 1045 issue: 7 year: 2010 end-page: 1055 ident: CR4 article-title: Relevant content for a patient-reported outcomes questionnaire for use in oncology clinical practice: Putting doctors and patients on the same page publication-title: Quality of Life Research doi: 10.1007/s11136-010-9655-z – volume: 88 start-page: 226 issue: 1 year: 2000 end-page: 237 ident: CR9 article-title: The unmet supportive care needs of patients with cancer. Supportive Care Review Group publication-title: Cancer doi: 10.1002/(SICI)1097-0142(20000101)88:1<226::AID-CNCR30>3.0.CO;2-P – ident: CR15 – ident: CR2 – volume: 18 start-page: 991 issue: 8 year: 2009 end-page: 998 ident: CR5 article-title: Concordance of cancer patients’ function, symptoms, and supportive care needs publication-title: Quality of Life Research doi: 10.1007/s11136-009-9519-6 – year: 1998 ident: CR12 publication-title: EORTC reference values – volume: 18 start-page: 1003 issue: 9 year: 2009 end-page: 1010 ident: CR7 article-title: Reliability and validity of the Japanese version of the short-form supportive care needs survey questionnaire (SCNS-SF34-J) publication-title: Psychooncology doi: 10.1002/pon.1482 – volume: 52 start-page: 393 issue: 6 year: 2003 end-page: 400 ident: CR16 article-title: A cluster of symptoms over time in patients with lung cancer publication-title: Nursing Research doi: 10.1097/00006199-200311000-00007 – volume: 17 start-page: 665 issue: 5 year: 2008 end-page: 677 ident: CR6 article-title: Symptoms, supportive care needs, and function in cancer patients: How are they related? publication-title: Quality of Life Research doi: 10.1007/s11136-008-9331-8 – volume: 14 start-page: 173 issue: 5 year: 2007 end-page: 179 ident: CR14 article-title: Symptom clusters in cancer patients: a review of the literature publication-title: Current Oncology doi: 10.3747/co.2007.145 – ident: CR11 – volume: 15 start-page: 1075 issue: 9 year: 2007 end-page: 1085 ident: CR3 article-title: Asking the right questions: investigating needs assessments and health-related quality-of-life questionnaires for use in oncology clinical practice publication-title: Supportive Care in Cancer doi: 10.1007/s00520-007-0223-1 – volume: 28 start-page: 465 issue: 3 year: 2001 end-page: 470 ident: CR13 article-title: Symptom clusters and their effect on the functional status of patients with cancer publication-title: Oncology Nursing Forum – volume: 88 start-page: 217 issue: 1 year: 2000 end-page: 225 ident: CR8 article-title: Evaluation of an instrument to assess the needs of patients with cancer. Supportive Care Review Group publication-title: Cancer doi: 10.1002/(SICI)1097-0142(20000101)88:1<217::AID-CNCR29>3.0.CO;2-Y – ident: 629_CR15 doi: 10.1093/jncimonographs/lgh023 – volume: 88 start-page: 217 issue: 1 year: 2000 ident: 629_CR8 publication-title: Cancer doi: 10.1002/(SICI)1097-0142(20000101)88:1<217::AID-CNCR29>3.0.CO;2-Y – volume: 28 start-page: 465 issue: 3 year: 2001 ident: 629_CR13 publication-title: Oncology Nursing Forum – volume: 15 start-page: 1075 issue: 9 year: 2007 ident: 629_CR3 publication-title: Supportive Care in Cancer doi: 10.1007/s00520-007-0223-1 – volume: 17 start-page: 665 issue: 5 year: 2008 ident: 629_CR6 publication-title: Quality of Life Research doi: 10.1007/s11136-008-9331-8 – volume: 19 start-page: 1045 issue: 7 year: 2010 ident: 629_CR4 publication-title: Quality of Life Research doi: 10.1007/s11136-010-9655-z – volume: 6 start-page: 522 issue: 5 year: 2003 ident: 629_CR1 publication-title: Value in Health doi: 10.1046/j.1524-4733.2003.65309.x – volume: 88 start-page: 226 issue: 1 year: 2000 ident: 629_CR9 publication-title: Cancer doi: 10.1002/(SICI)1097-0142(20000101)88:1<226::AID-CNCR30>3.0.CO;2-P – volume-title: EORTC reference values year: 1998 ident: 629_CR12 – volume: 52 start-page: 393 issue: 6 year: 2003 ident: 629_CR16 publication-title: Nursing Research doi: 10.1097/00006199-200311000-00007 – volume: 18 start-page: 991 issue: 8 year: 2009 ident: 629_CR5 publication-title: Quality of Life Research doi: 10.1007/s11136-009-9519-6 – volume: 18 start-page: 1003 issue: 9 year: 2009 ident: 629_CR7 publication-title: Psychooncology doi: 10.1002/pon.1482 – volume: 85 start-page: 365 issue: 5 year: 1993 ident: 629_CR10 publication-title: Journal of the National Cancer Institute doi: 10.1093/jnci/85.5.365 – ident: 629_CR2 – ident: 629_CR11 – volume: 14 start-page: 173 issue: 5 year: 2007 ident: 629_CR14 publication-title: Current Oncology doi: 10.3747/co.2007.145 – reference: 18493865 - Qual Life Res. 2008 Jun;17(5):665-77 – reference: 15263036 - J Natl Cancer Inst Monogr. 2004;(32):17-21 – reference: 19657724 - Qual Life Res. 2009 Oct;18(8):991-8 – reference: 11338755 - Oncol Nurs Forum. 2001 Apr;28(3):465-70 – reference: 17938700 - Curr Oncol. 2007 Oct;14(5):173-9 – reference: 10618626 - Cancer. 2000 Jan 1;88(1):217-25 – reference: 14627058 - Value Health. 2003 Sep-Oct;6(5):522-31 – reference: 14639086 - Nurs Res. 2003 Nov-Dec;52(6):393-400 – reference: 19177464 - Psychooncology. 2009 Sep;18(9):1003-10 – reference: 17034633 - Health Qual Life Outcomes. 2006;4:79 – reference: 20424920 - Qual Life Res. 2010 Sep;19(7):1045-55 – reference: 17318591 - Support Care Cancer. 2007 Sep;15(9):1075-85 – reference: 10618627 - Cancer. 2000 Jan 1;88(1):226-37 – reference: 8433390 - J Natl Cancer Inst. 1993 Mar 3;85(5):365-76 |
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Snippet | Purpose Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life,... Purpose Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life,... Patient-reported outcomes (PROs) are an umbrella term covering a range of outcomes, including symptoms, functioning, health-related quality of life, and... |
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SubjectTerms | Adult Aged Asian Continental Ancestry Group Asian People Breast cancer Canada Cancer Clinical outcomes Colorectal cancer Culture Female Health Services Needs and Demand Hospitals Humans Latent class analysis Lung cancer Male Medicine Medicine & Public Health Middle Aged Needs Neoplasms Neoplasms - physiopathology Oncology Palliative care Patients Prostate Public Health Quality of Life Quality of Life Research QUANTITATIVE METHODS SPECIAL SECTION Questionnaires Sample size Social Support Sociology Surgery Surveys and Questionnaires |
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Title | Cancer patients' function, symptoms and supportive care needs: a latent class analysis across cultures |
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