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Fillipo R, Leblanc TW, Plyler KE, Arizmendi C, Henke DM, Coles T. How do patients interpret and respond to a novel patient-reported eastern cooperative oncology group performance status (ECOG)? Qual Life Res 2024; 33:2375-2385. [PMID: 38888674 DOI: 10.1007/s11136-024-03715-y] [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] [Accepted: 06/11/2024] [Indexed: 06/20/2024]
Abstract
PURPOSE Performance status is an important concept in oncology, but is typically clinician-reported. Efforts are underway to include patient-reported measures in cancer care, which may improve patient symptoms, quality of life and overall survival. The purpose of this study was to gain a preliminary understanding of how patients determined their physical performance status based on a novel patient-reported version of the Eastern Cooperative Oncology Group Performance Status (ECOG) scale. METHODS We conducted qualitative interviews, including concept elicitation and cognitive interviewing as part of the Patient Reports of Physical Functioning Study (PROPS) to investigate how participants selected their answers to a novel patient-reported ECOG. Participants were administered the patient-reported ECOG and asked to describe devices and modifications used to keep up with daily activities. RESULTS Participants generally understood the ECOG as intended. Participants with recent changes in status had some difficulty selecting an answer. Most participants used modifications and assistive devices in their daily lives but did not incorporate these into their rational for the ECOG. CONCLUSION The potential benefits of a patient-reported ECOG are numerous and this study demonstrates that participants were able to understand and answer the patient-reported ECOG as intended. We recommend future evaluation for the most-appropriate recall period, whether to include modifications in the ECOG instructions, and if increasing the number of response options to the patient-reported ECOG may improve confidence when providing an answer.
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Affiliation(s)
- Rebecca Fillipo
- Center for Health Measurement, Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina, United States.
| | - Thomas W Leblanc
- Division of Hematologic Malignancies and Cellular Therapy, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, United States
| | - Katelyn E Plyler
- Center for Health Measurement, Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina, United States
| | | | - Debra M Henke
- Center for Health Measurement, Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina, United States
| | - Theresa Coles
- Center for Health Measurement, Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina, United States
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2
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Rafiq RB, Yount S, Jerousek S, Roth EJ, Cella D, Albert MV, Heinemann AW. Feasibility of PROMIS using computerized adaptive testing during inpatient rehabilitation. J Patient Rep Outcomes 2023; 7:44. [PMID: 37162607 PMCID: PMC10172423 DOI: 10.1186/s41687-023-00567-x] [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: 12/10/2021] [Accepted: 02/21/2023] [Indexed: 05/11/2023] Open
Abstract
BACKGROUND There has been an increased significance on patient-reported outcomes in clinical settings. We aimed to evaluate the feasibility of administering patient-reported outcome measures by computerized adaptive testing (CAT) using a tablet computer with rehabilitation inpatients, assess workload demands on staff, and estimate the extent to which rehabilitation inpatients have elevated T-scores on six Patient Reported Outcomes Measurement Information System® (PROMIS®) measures. METHODS Patients (N = 108) with stroke, spinal cord injury, traumatic brain injury, and other neurological disorders participated in this study. PROMIS computerized adaptive tests (CAT) were administered via a web-based platform. Summary scores were calculated for six measures: Pain Interference, Sleep Disruption, Anxiety, Depression, Illness Impact Positive, and Illness Impact Negative. We calculated the percent of patients with T-scores equivalent to 2 standard deviations or greater above the mean. RESULTS During the first phase, we collected data from 19 of 49 patients; of the remainder, 61% were not available or had cognitive or expressive language impairments. In the second phase of the study, 40 of 59 patients participated to complete the assessment. The mean PROMIS T-scores were in the low 50 s, indicating an average symptom level, but 19-31% of patients had elevated T-scores where the patients needed clinical action. CONCLUSIONS The study demonstrated that PROMIS assessment using a CAT administration during an inpatient rehabilitation setting is feasible with the presence of a research staff member to complete PROMIS assessment.
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Affiliation(s)
- Riyad Bin Rafiq
- Department of Computer Science and Engineering, University of North Texas, Denton, TX, 76201, USA.
| | - Susan Yount
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Evanston, USA
| | - Sara Jerousek
- Ann & Robert H. Lurie Children's Hospital, Chicago, USA
| | - Elliot J Roth
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Evanston, USA
| | - David Cella
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Evanston, USA
| | - Mark V Albert
- Department of Computer Science and Engineering, University of North Texas, Denton, TX, 76201, USA
- Department of Biomedical Engineering, University of North Texas, Denton, USA
| | - Allen W Heinemann
- Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Evanston, USA
- Center for Rehabilitation Outcomes Research, Shirley Ryan AbilityLab, Chicago, USA
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3
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Ho S, Culligan M, Friedberg J, Goloubeva O, Marchese V. Examining the impact of physical function performance in predicting patient outcomes after lung-sparing surgery for malignant pleural mesothelioma. Disabil Rehabil 2022; 44:6676-6683. [PMID: 34455883 DOI: 10.1080/09638288.2021.1970256] [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: 01/13/2023]
Abstract
PURPOSE The purpose of this study was to examine the impact of physical function performance and pulmonary function on patient outcomes after lung-sparing surgery for malignant pleural mesothelioma (MPM). MATERIALS AND METHODS A retrospective review of 54 patients with MPM from 2015 to 2020 was performed. The primary objective was to assess whether physical function, as measured by the Eastern Cooperative Oncology Group Performance Status (ECOG), and pulmonary function tests were predictive of postoperative patient outcomes (ventilator days, chest tube days, hospital length of stay). A secondary objective was to explore demographic and preoperative variables that best predict postoperative physical function and patient outcomes. RESULTS Data include 54 patients who underwent extended pleurectomy-decortication. Preoperative ECOG was a significant predictor of postoperative patient outcomes while preoperative lung function lacked predictive ability. Preoperative ECOG was also predictive of preoperative lung function. Age on the day of surgery was the best predictor of postoperative physical function, which was significantly reduced postoperatively. CONCLUSIONS Preoperative physical function performance was a significant predictor of postoperative outcomes. The results of our study highlight the importance of physical function in patients with MPM and support the need for early rehabilitation and further research to determine optimal rehabilitation interventions.IMPLICATIONS FOR REHABILITATIONPreoperative physical function can predict outcomes after lung-sparing surgery for malignant pleural mesothelioma (MPM).Physical function in patients with MPM should be carefully examined.To accurately reflect patients' abilities, patient assessment should include both patient-reported outcomes and performance-based measures.Patients with MPM should receive rehabilitation early after diagnosis and throughout the continuum of care.
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Affiliation(s)
- Simon Ho
- Department of Physical Therapy and Rehabilitation Science, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Melissa Culligan
- Division of Thoracic Surgery, University of Maryland School of Medicine, Baltimore, MD, USA.,University of Maryland Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, USA
| | - Joseph Friedberg
- Division of Thoracic Surgery, University of Maryland School of Medicine, Baltimore, MD, USA.,University of Maryland Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, USA
| | - Olga Goloubeva
- University of Maryland Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, USA.,Division of Biostatistics and Bioinformation, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Victoria Marchese
- Department of Physical Therapy and Rehabilitation Science, University of Maryland School of Medicine, Baltimore, MD, USA.,University of Maryland Marlene and Stewart Greenebaum Comprehensive Cancer Center, Baltimore, MD, USA
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A systematic review of engagement reporting in remote measurement studies for health symptom tracking. NPJ Digit Med 2022; 5:82. [PMID: 35768544 PMCID: PMC9242990 DOI: 10.1038/s41746-022-00624-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 06/01/2022] [Indexed: 01/25/2023] Open
Abstract
Remote Measurement Technologies (RMTs) could revolutionise management of chronic health conditions by providing real-time symptom tracking. However, the promise of RMTs relies on user engagement, which at present is variably reported in the field. This review aimed to synthesise the RMT literature to identify how and to what extent engagement is defined, measured, and reported, and to present recommendations for the standardisation of future work. Seven databases (Embase, MEDLINE and PsycINFO (via Ovid), PubMed, IEEE Xplore, Web of Science, and Cochrane Central Register of Controlled Trials) were searched in July 2020 for papers using RMT apps for symptom monitoring in adults with a health condition, prompting users to track at least three times during the study period. Data were synthesised using critical interpretive synthesis. A total of 76 papers met the inclusion criteria. Sixty five percent of papers did not include a definition of engagement. Thirty five percent included both a definition and measurement of engagement. Four synthetic constructs were developed for measuring engagement: (i) engagement with the research protocol, (ii) objective RMT engagement, (iii) subjective RMT engagement, and (iv) interactions between objective and subjective RMT engagement. The field is currently impeded by incoherent measures and a lack of consideration for engagement definitions. A process for implementing the reporting of engagement in study design is presented, alongside a framework for definition and measurement options available. Future work should consider engagement with RMTs as distinct from the wider eHealth literature, and measure objective versus subjective RMT engagement.Registration: This review has been registered on PROSPERO [CRD42020192652].
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5
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Steineck A, Rosenberg AR. Why performance status? A case for alternative functional assessments in pediatric oncology clinical trials. Cancer 2021; 127:3511-3513. [PMID: 34196972 DOI: 10.1002/cncr.33741] [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: 05/10/2021] [Revised: 05/17/2021] [Accepted: 05/24/2021] [Indexed: 11/05/2022]
Abstract
Clinician‐determined performance status is widely used to determine pediatric clinical trial eligibility; however, the study by Maurer et al suggests that clinicians' (and parents') assessments are discordant with children's own reports. This editorial outlines the conundrum of if and how to proceed with performance assessments in pediatric clinical research.
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Affiliation(s)
- Angela Steineck
- Cancer and Blood Disorders Center, Department of Pediatrics, University of Washington School of Medicine, Seattle, Washington
- Palliative Care and Resilience Lab, Center for Clinical and Translational Research, Seattle Children's Research Institute, Seattle, Washington
| | - Abby R Rosenberg
- Cancer and Blood Disorders Center, Department of Pediatrics, University of Washington School of Medicine, Seattle, Washington
- Palliative Care and Resilience Lab, Center for Clinical and Translational Research, Seattle Children's Research Institute, Seattle, Washington
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Ellis GK, Chapman H, Manda A, Salima A, Itimu S, Banda G, Seguin R, Manda G, Butia M, Huibers M, Ozuah N, Tilly A, Stover AM, Basch E, Gopal S, Reeve BB, Westmoreland KD. Pediatric lymphoma patients in Malawi present with poor health-related quality of life at diagnosis and improve throughout treatment and follow-up across all Pediatric PROMIS-25 domains. Pediatr Blood Cancer 2021; 68:e29257. [PMID: 34339099 PMCID: PMC8497011 DOI: 10.1002/pbc.29257] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2020] [Revised: 06/11/2021] [Accepted: 07/13/2021] [Indexed: 12/22/2022]
Abstract
BACKGROUND Patient-reportedoutcomes (PROs) that assess health-related quality of life (HRQoL) are increasingly important components of cancer care and research that are infrequently used in sub-Saharan Africa (SSA). METHODS We administered the Chichewa Pediatric Patient-Reported Outcome Measurement Information System Pediatric (PROMIS)-25 at diagnosis, active treatment, and follow-up among pediatric lymphoma patients in Lilongwe, Malawi. Mean scores were calculated for the six PROMIS-25 HRQoL domains (Mobility, Anxiety, Depressive Symptoms, Fatigue, Peer Relationships, Pain Interference). Differences in HRQoL throughout treatment were compared using the minimally important difference (MID) and an ANOVA analysis. Kaplan-Meier survival estimates and Cox hazard ratios for mortality are reported. RESULTS Seventy-five children completed PROMIS-25 surveys at diagnosis, 35 (47%) during active treatment, and 24 (32%) at follow-up. The majority of patients died (n = 37, 49%) or were lost to follow-up (n = 6, 8%). Most (n = 51, 68%) were male, median age was 10 (interquartile range [IQR] 8-12), 48/73 (66%) presented with advanced stage III/IV, 61 (81%) were diagnosed with Burkitt lymphoma and 14 (19%) Hodgkin lymphoma. At diagnosis, HRQoL was poor across all domains, except for Peer Relationships. Improvements in HRQoL during active treatment and follow-up exceeded the MID. On exploratory analysis, fair-poor PROMIS Mobility <40 and severe Pain Intensity = 10 at diagnosis were associated with increased mortality risk and worse survival, but were not statistically significant. CONCLUSIONS Pediatric lymphoma patients in Malawi present with poor HRQoL that improves throughout treatment and survivorship. Baseline PROMIS scores may provide important prognostic information. PROs offer an opportunity to include patient voices and prioritize holistic patient-centered care in low-resource settings.
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Affiliation(s)
| | - Hutton Chapman
- University of North Carolina, Chapel Hill, North Carolina, USA
| | | | | | - Salama Itimu
- UNC Project-Malawi, Lilongwe, Malawi
- Texas Children's Cancer and Hematology Centers, Global Hematology-Oncology Pediatric Excellence (HOPE) Program, Houston, Texas, USA
| | | | | | - Geoffrey Manda
- Texas Children's Cancer and Hematology Centers, Global Hematology-Oncology Pediatric Excellence (HOPE) Program, Houston, Texas, USA
| | - Mercy Butia
- Texas Children's Cancer and Hematology Centers, Global Hematology-Oncology Pediatric Excellence (HOPE) Program, Houston, Texas, USA
| | - Minke Huibers
- Texas Children's Cancer and Hematology Centers, Global Hematology-Oncology Pediatric Excellence (HOPE) Program, Houston, Texas, USA
- Baylor College of Medicine, Houston, Texas, USA
| | - Nmazuo Ozuah
- Texas Children's Cancer and Hematology Centers, Global Hematology-Oncology Pediatric Excellence (HOPE) Program, Houston, Texas, USA
- Baylor College of Medicine, Houston, Texas, USA
| | - Alyssa Tilly
- University of North Carolina, Chapel Hill, North Carolina, USA
| | - Angela M Stover
- University of North Carolina, Chapel Hill, North Carolina, USA
| | - Ethan Basch
- University of North Carolina, Chapel Hill, North Carolina, USA
| | - Satish Gopal
- UNC Project-Malawi, Lilongwe, Malawi
- University of North Carolina, Chapel Hill, North Carolina, USA
| | - Bryce B Reeve
- Duke University School of Medicine, Durham, North Carolina, USA
| | - Katherine D Westmoreland
- UNC Project-Malawi, Lilongwe, Malawi
- University of North Carolina, Chapel Hill, North Carolina, USA
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7
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Active Cancer Patients Presenting to the Emergency Department with Acute Venous Thromboembolism: A Retrospective Cohort Study on Risks and Outcomes. J Emerg Med 2021; 61:241-251. [PMID: 34215470 DOI: 10.1016/j.jemermed.2021.05.014] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2019] [Revised: 04/12/2021] [Accepted: 05/30/2021] [Indexed: 11/21/2022]
Abstract
BACKGROUND There is no prior study that has documented emergency department (ED) outcomes or stratified mortality risks of cancer patients presenting with an acute venous thromboembolism (VTE). OBJECTIVE To evaluate ED treatment of these patients, to document their outcomes, and to identify risk factors associated with death. METHODS A retrospective cohort study was performed on active cancer patients presenting with deep venous thrombosis or pulmonary embolism to two academic EDs between July 2012 and June 2016. Key outcomes included mortality, ED revisit, and admission within 30 days. The patient cohort was characterized; crosstabs and regression analysis were performed to assess relative risks (RRs) and mitigating factors associated with 30-day mortality. RESULTS Of 355 patients, 9% died and 38% had one or more ED revisits or admissions. Recent immobility (RR 2.341, 95% CI 1.227-4.465), poor functional status (RR 2.090, 95% CI 1.028-4.248), recent admission (RR 2.441, 95% CI 1.276-4.669), and metastatic cancer (RR 4.669, 95% CI 1.456-14.979) were major risk factors for mortality. ED-provided anticoagulation reduced the overall mortality risk (RR 0.274, 95% CI 0.146-0.515) and mitigated the risk from recent immobility (RR 1.250, 95% CI 0.462-3.381), especially among patients with good or fair functional status. CONCLUSION Immobility and cancer morbidity are key risk factors for mortality after an acute VTE, but ED-provided anticoagulation mitigates the risk of immobility among healthier patients. Eastern Cooperative Oncology Group performance status can help clinicians risk stratify these patients at presentation.
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8
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The association between wearable activity monitor metrics and performance status in oncology: a systematic review. Support Care Cancer 2021; 29:7085-7099. [PMID: 34117567 PMCID: PMC8464563 DOI: 10.1007/s00520-021-06234-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 04/19/2021] [Indexed: 02/06/2023]
Abstract
PURPOSE The expanding armamentarium of wearable activity monitors (WAMs) offers new opportunities to supplement physician-assessed performance status (PS) with real-life patient activity data. These data could guide clinical decision making or serve as a measure of treatment outcome. However, information on the association between physical activity (PA) and sedentary behavior (SB) monitored with wearables (i.e., WAM metrics) and PS in patients with cancer is needed. Therefore, we conducted a systematic review to examine the association between WAM metrics and PS in patients with cancer. METHODS We searched MEDLINE and Embase for studies that assessed the association between WAM metrics and performance status among adults with cancer. We extracted information on study design and population, WAM type and different activity metrics, outcome definitions, and results. Included studies were subjected to risk of bias assessment and subsequent best evidence synthesis. RESULTS Fourteen studies were included in this review. All studies reported on different combinations of WAM metrics including: daily steps (n = 8), SB (n = 5), mean activity counts (n = 4), dichotomous circadian rest-activity index (n = 3), and time spent in moderate-to-vigorous PA (MVPA) (n = 3). Much heterogeneity was observed regarding study population, WAM used, and reporting of results. We found moderate evidence for a positive weak-to-moderate association between WAM-assessed PA and PS and a weak-to-moderate negative association between WAM-assessed SB metrics and PS. CONCLUSION Weak-to-moderate associations between WAM metrics and PS suggest that WAM data and physician-assessed PS cannot be used interchangeably. Instead, WAM data could serve as a dynamic and objective supplement measurement of patients' physical performance.
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9
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Izmailova ES, Wood WA. Biometric Monitoring Technologies in Cancer: The Past, Present, and Future. JCO Clin Cancer Inform 2021; 5:728-733. [PMID: 34236887 DOI: 10.1200/cci.21.00019] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Affiliation(s)
| | - William A Wood
- UNC Lineberger Comprehensive Cancer Center, Chapel Hill, NC
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10
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Rockette-Wagner B, Saygin D, Moghadam-Kia S, Oddis C, Landon-Cardinal O, Allenbach Y, Dzanko S, Koontz D, Neiman N, Aggarwal R. Reliability, Validity and Responsiveness of Physical Activity Monitors in Patients with Inflammatory Myopathy. Rheumatology (Oxford) 2021; 60:5713-5723. [PMID: 33714992 DOI: 10.1093/rheumatology/keab236] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 02/23/2021] [Indexed: 11/12/2022] Open
Abstract
OBJECTIVE Idiopathic inflammatory myopathies (IIM) cause proximal muscle weakness, which affect activities of daily living. Wearable physical activity monitors (PAMs) objectively assess continuous activity with potential clinical usefulness in IIM assessment. We examined the psychometric characteristics for PAM outcomes in IIM. METHODS Adult IIM patients were prospectively evaluated (baseline, 3 and 6-months) in an observational study. A waist-worn PAM (ActiGraph GT3X-BT) assessed average step counts/min, peak 1-min cadence, and vector magnitude/min. Validated myositis core set measures (CSM) including manual muscle testing (MMT), physician global disease activity (MD global), patient global disease activity (Pt global), extra-muscular disease activity (Ex-muscular global), HAQ-DI, muscle enzymes, and patient-reported physical function were evaluated. Test-retest reliability, construct validity, and responsiveness were determined for PAM measures and CSM using Pearson correlations and other appropriate analyses. RESULTS 50 adult IIM patients enrolled [mean (SD) age, 53.6 (±14.6); 60% female, 94% Caucasian]. PAM measures showed strong test-retest reliability, moderate-to-strong correlations at baseline with MD global (r=-0.37- -0.48), Pt-global (r=-0.43- -0.61), HAQ-DI (r=-0.47- -0.59) and MMT (r = 0.37-0.52), and strong discriminant validity for categorical MMT and HAQ-DI. Longitudinal association with MD global (r=-0.38- -0.44), MMT (r = 0.50-0.57), HAQ-DI (r=-0.45- -0.55), and functional tests (r = 0.30-0.65) were moderate-to-strong. PAM measures were responsive to MMT improvement (≥10%) and moderate-to-major improvement on ACR/EULAR myositis response criteria. Peak 1-min cadence had the largest effect size and Standardized Response Means (SRMs). CONCLUSION PAM measures showed promising construct validity, reliability, and longitudinal responsiveness; especially peak 1-min cadence. PAMs provide valid outcome measures for future use in IIM clinical trials.
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Affiliation(s)
- Bonny Rockette-Wagner
- Department of Epidemiology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Didem Saygin
- Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Siamak Moghadam-Kia
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Chester Oddis
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Océane Landon-Cardinal
- Department of Internal Medicine and Clinical Immunology and Inflammation-Immunopathology-Biotherapy Department (I2B), Pitié-Salpêtrière University Hospital, Assistance Publique-Hôpitaux de Paris, East Paris Neuromuscular Diseases Reference Center, Inserm U974, Sorbonne Université, Paris 6, Paris, France.,Department of Medicine, University of Montreal; Division of Rheumatology and Research Center, Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada
| | - Yves Allenbach
- Department of Internal Medicine and Clinical Immunology and Inflammation-Immunopathology-Biotherapy Department (I2B), Pitié-Salpêtrière University Hospital, Assistance Publique-Hôpitaux de Paris, East Paris Neuromuscular Diseases Reference Center, Inserm U974, Sorbonne Université, Paris 6, Paris, France.,Institute of Myology, Neuromuscular Investigation Center, Pitié-Salpêtrière University Hospital, Paris, France
| | - Sedin Dzanko
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Diane Koontz
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Nicole Neiman
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Rohit Aggarwal
- Division of Rheumatology and Clinical Immunology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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11
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Araujo LH, Baldotto CS, Monteiro MR, Aguiar PN, Andrade MC, Longo CL, Batista M, Lima R, Azevedo D, Carvalho N, Andrade P, Zukin M, Teich N. Patient-centered outcomes in non-small-cell lung cancer: a real-world perspective. Future Oncol 2021; 17:1721-1733. [PMID: 33626916 DOI: 10.2217/fon-2020-0991] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Aims: To assess non-small-cell lung cancer (NSCLC) patient-centered outcomes in the real world. Methods: This is a prospective study of NSCLC patients treated at a private cancer care institution in Brazil between 2014 and 2019. Results: The report comprises 337 patients. Advanced stage was associated with higher symptom burden - fatigue (p = 0.03), pain (p < 0.001) and arm pain (p = 0.022) - and worse global, social and physical functioning (all p < 0.001). In the first 2 years, most factors evolved to either improvement or stability: cough (p = 0.02), pain (p = 0.002), global functioning (p < 0.001) and emotional functioning (p < 0.001). Staging (p < 0.001), fatigue (p = 0.001) and gender (p = 0.004) were independently associated with overall survival. Conclusions: Our results demonstrate the feasibility of conducting real-world prospective analysis of patient-centered outcomes.
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Affiliation(s)
- Luiz H Araujo
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil.,Instituto Nacional de Câncer (INCA), Rua André Cavalcanti, 37, Quinto Andar Prédio Anexo, Centro, Rio de Janeiro, 20.230-050, Brazil
| | - Clarissa S Baldotto
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
| | - Mariana R Monteiro
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
| | - Pedro N Aguiar
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
| | - Maria Clara Andrade
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
| | - Cecília L Longo
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
| | - Mayara Batista
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil
| | - Raphaela Lima
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil
| | - Débora Azevedo
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil
| | - Natalia Carvalho
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil
| | - Perla Andrade
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil
| | - Mauro Zukin
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
| | - Nelson Teich
- Instituto COI de Educação e Pesquisa, Avenida das Américas, 6205 Loja F Barra da Tijuca, Rio de Janeiro, 22793-080, Brazil.,Americas Centro de Oncologia Integrado, Av. Jorge Curi, 550 Barra da Tijuca, Rio de Janeiro, 22775-001, Brazil
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12
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Nocera L, Vistoso A, Yoshida Y, Abe Y, Nwoji C, Clark GT. Building an Automated Orofacial Pain, Headache and Temporomandibular Disorder Diagnosis System. AMIA ... ANNUAL SYMPOSIUM PROCEEDINGS. AMIA SYMPOSIUM 2021; 2020:943-952. [PMID: 33936470 PMCID: PMC8075456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Physicians collect data in patient encounters that they use to diagnose patients. This process can fail if the needed data is not collected or if physicians fail to interpret the data. Previous work in orofacial pain (OFP) has automated diagnosis from encounter notes and pre-encounter diagnoses questionnaires, however they do not address how variables are selected and how to scale the number of diagnoses. With a domain expert we extract a dataset of 451 cases from patient notes. We examine the performance of various machine learning (ML) approaches and compare with a simplified model that captures the diagnostic process followed by the expert. Our experiments show that the methods are adequate to making data-driven diagnoses predictions for 5 diagnoses and we discuss the lessons learned to scale the number of diagnoses and cases as to allow for an actual implementation in an OFP clinic.
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Affiliation(s)
| | | | - Yuya Yoshida
- Showa University School of Dentistry, Tokyo, Japan
| | - Yuka Abe
- Showa University School of Dentistry, Tokyo, Japan
| | | | - Glenn T Clark
- University of Southern California, Los Angeles, CA, USA
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13
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Vogel MME, Eitz KA, Combs SE. Web-Based Patient Self-Reported Outcome After Radiotherapy in Adolescents and Young Adults With Cancer: Survey on Acceptance of Digital Tools. JMIR Mhealth Uhealth 2021; 9:e19727. [PMID: 33427669 PMCID: PMC7834941 DOI: 10.2196/19727] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2020] [Revised: 12/09/2020] [Accepted: 12/12/2020] [Indexed: 01/10/2023] Open
Abstract
BACKGROUND eHealth and mobile health (mHealth) are an evolving trend in the medical field. The acceptance of digital tools is high, and the need is growing. OBJECTIVE Young adults (18-40 years) confronted with a cancer diagnosis present unique needs and require special care. They often have a strong affinity and are familiar with modern technology. On that account, we implemented a web-based symptom and quality of life (QoL) assessment to address patients' attitudes and willingness to use mHealth tools. The study also aims to evaluate sociodemographic parameters that could influence patients' opinions. METHODS A total of 380 young patients aged 18-40 treated with radiotherapy between 2002 and 2017 were included in the trial. We assessed QoL via the European Organization for Research and Treatment of Cancer-Core 30 (EORTC C30) questionnaire and added general questions about mHealth technology. The added questions inquired patients' opinions regarding general aspects, including technical advances in medicine, mobile and app assistance during cancer treatment, data transfer, and app-specific features. The survey was conducted for 12 months. Participation was voluntary and pseudonymized; prior written consent was obtained. RESULTS We achieved a participation rate of 57.6% (219/380) and a completion rate of 50.2% (110/219). The median age was 33 years (range 18-40). Of all participants, 89.1% (98/110) considered new technologies in medicine as positive; 10.9% (12/110) answered with neutral. Nearly all patients (96.4%, 106/110) stated that they would send further data via a web-based platform. Of all, 96.4% (106/110) considered the provided pseudonymization of their data as safe. We further asked the patients if they would use a mobile app for symptom and QoL assessment similar to the present web-based system: 74.5% (82/110) answered with yes and 25.5% (28/110) said they would not use a mobile app in the future. We tested the willingness to use an app on several sociodemographic parameters, such as age, gender, education, health insurance status, and cancer-related parameters: tumor stage, time since radiation treatment, and treatment intention. None of these parameters correlated with app use in this group of young adults. Patients who were generally positive regarding using an app rated several possible functions of a future app. The 3 most requested features were appointment reminders (89.0%, 73/82), contact overview of all involved clinics and physicians (87%, 71/82), and making an appointment via app (78%, 64/82). CONCLUSIONS eHealth and mHealth tools should be available as an integrated part of a comprehensive cancer care approach. It provides automated, thorough documentation of health parameters during therapy and follow-up for doctors, medical staff, and tumor patients to optimize treatment. With this study, we could show that young adults are the ideal patient population to use eHealth/mHealth tools. Such tools offer further digital support and improve the patients' need for constant QoL during cancer care.
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Affiliation(s)
- Marco M E Vogel
- Department of Radiation Oncology, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.,Institute of Radiation Medicine, Helmholtz Zentrum München, Neuherberg, Germany
| | - Kerstin A Eitz
- Department of Radiation Oncology, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.,Institute of Radiation Medicine, Helmholtz Zentrum München, Neuherberg, Germany.,Deutsches Konsortium für Translationale Krebsforschung, DKTK Partner Site Munich, Munich, Germany
| | - Stephanie E Combs
- Department of Radiation Oncology, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany.,Institute of Radiation Medicine, Helmholtz Zentrum München, Neuherberg, Germany.,Deutsches Konsortium für Translationale Krebsforschung, DKTK Partner Site Munich, Munich, Germany
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14
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PROMIS is a Valid Patient-Reported Outcome Measure for Patients undergoing ACL Reconstruction with Multi-ligament Knee Reconstruction and Repair Procedures. Knee 2021; 28:294-299. [PMID: 33453517 DOI: 10.1016/j.knee.2020.12.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Revised: 11/02/2020] [Accepted: 12/21/2020] [Indexed: 02/02/2023]
Abstract
BACKGROUND This study aimed to (1) compare PROMIS with previously validated legacy instruments and (2) to assess between group differences of PROMIS PF-CAT [Physical Function Computer Adaptive Test] for patients undergoing isolated primary ACL reconstruction [ACLR] vs. primary ACL reconstruction with additional ligamentous intervention [MLIK]. LEVEL OF EVIDENCE II; Prospective Cohort Study. METHODS At a single preoperative timepoint, 42 [MLIK] and 73[ACLR] patients completed: Short Form 36 Health Survey (SF-36) Mental (MCS) and Physical Component Summary (PCS), Knee Injury and Osteoarthritis Outcome Score (KOOS), Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), EuroQol-5 dimensions (EQ-5D) and Marx Knee Scale. Spearman correlation coefficients (non-parametric data) assessed correlations between PROMIS PF-CAT and legacy PROs [Patient-Reported Outcome instruments]. Floor and ceiling effects were assessed using chi-square tests. Between group differences were assessed (Wilcoxon Rank sum test). RESULTS PROMIS PF-CAT for the MLIK cohort [Table 2] demonstrated an excellent-good correlation with SF-36 Physical Function (PCS; r = 0.64, p < 0.01), EQ-5D (r = 0.68, p < 0.01), and KOOS Quality of Life (QOL) (r = 0.68, p < 0.01); good correlation with KOOS ADL (r = 0.52, p = 0.01), KOOS Sports (r = 0.44, p < 0.01), KOOS Pain (r = 0.44, p < 0.01) and WOMAC Function (r = 0.52,p = 0.01). PROMIS PF-CAT scores differed for ACL vs. MLIK cohorts (41.9 ± 6.6 vs. 37.6 ± 9.0, p < 0.01). PROMIS PF-CAT demonstrated the fewest floor and ceiling effects [Table 4] versus legacy PRO instruments. CONCLUSION PROMIS PF-CAT demonstrated strong correlations with previously validated PRO instruments and offers a favorable alternative for patients undergoing ACLR with MLIK repair/reconstruction procedures. Preoperative PROMIS PF-CAT scores were greater for patients undergoing primary ACLR versus MLIK intervention.
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15
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Beauchamp UL, Pappot H, Holländer-Mieritz C. The Use of Wearables in Clinical Trials During Cancer Treatment: Systematic Review. JMIR Mhealth Uhealth 2020; 8:e22006. [PMID: 33174852 PMCID: PMC7688381 DOI: 10.2196/22006] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Revised: 09/04/2020] [Accepted: 09/07/2020] [Indexed: 12/17/2022] Open
Abstract
Background Interest in the use of wearables in medical care is increasing. Wearables can be used to monitor different variables, such as vital signs and physical activity. A crucial point for using wearables in oncology is if patients already under the burden of severe disease and oncological treatment can accept and adhere to the device. At present, there are no specific recommendations for the use of wearables in oncology, and little research has examined the purpose of using wearables in oncology. Objective The purpose of this review is to explore the use of wearables in clinical trials during cancer treatment, with a special focus on adherence. Methods PubMed and EMBASE databases were searched prior and up to October 3, 2019, with no limitation in the date of publication. The search strategy was aimed at studies using wearables for monitoring adult patients with cancer during active antineoplastic treatment. Studies were screened independently by 2 reviewers by title and abstract, selected for inclusion and exclusion, and the full-text was assessed for eligibility. Data on study design, type of wearable used, primary outcome, adherence, and device outcome were extracted. Results were presented descriptively. Results Our systematic search identified 1269 studies, of which 25 studies met our inclusion criteria. The types of cancer represented in the studies were breast (7/25), gastrointestinal (4/25), lung (4/25), and gynecologic (1/25); 9 studies had multiple types of cancer. Oncologic treatment was primarily chemotherapy (17/25). The study-type distribution was pilot/feasibility study (12/25), observational study (10/25), and randomized controlled trial (3/25). The median sample size was 40 patients (range 7-180). All studies used a wearable with an accelerometer. Adherence varied across studies, from 60%-100% for patients wearing the wearable/evaluable sensor data and 45%-94% for evaluable days, but was differently measured and reported. Of the 25 studies, the most frequent duration for planned monitoring with a wearable was 8-30 days (13/25). Topics for wearable outcomes were physical activity (19/25), circadian rhythm (8/25), sleep (6/25), and skin temperature (1/25). Patient-reported outcomes (PRO) were used in 17 studies; of the 17 PRO studies, only 9 studies reported correlations between the wearable outcome and the PRO. Conclusions We found that definitions of outcome measures and adherence varied across studies, and limited consensus among studies existed on which variables to monitor during treatment.
Less heterogeneity, better consensus in terms of the use of wearables, and established standards for the definitions of wearable outcomes and adherence would improve comparisons of outcomes from studies using wearables. Adherence, and the definition of such, seems crucial to conclude on data from wearable studies in oncology. Additionally, research using advanced wearable devices and active use of the data are encouraged to further explore the potential of wearables in oncology during treatment. Particularly, randomized clinical studies are warranted to create consensus on when and how to implement in oncological practice.
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Affiliation(s)
| | - Helle Pappot
- Department of Oncology, Rigshospitalet, University of Copenhagen, Copenhagen, Denmark.,Faculty of Health, University of Copenhagen, Copenhagen, Denmark
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16
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Askew RL, Capo-Lugo CE, Sangha R, Naidech A, Prabhakaran S. Trade-Offs in Quality-of-Life Assessment Between the Modified Rankin Scale and Neuro-QoL Measures. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2020; 23:1366-1372. [PMID: 33032781 PMCID: PMC7547147 DOI: 10.1016/j.jval.2020.06.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Revised: 04/23/2020] [Accepted: 06/29/2020] [Indexed: 06/11/2023]
Abstract
INTRODUCTION We aimed to describe the physical and cognitive health of patients with differing levels of post-stroke disability, as defined by modified Rankin Scale (mRS) scores. We also compared cross-sectional correlations between the mRS and the Quality of Life in Neurological Disorders (Neuro-QoL) T-scores to longitudinal correlations of change estimates from each measure. METHODS Mean Neuro-QoL T-scores representing mobility, dexterity, executive function, and cognitive concerns were compared among mRS subgroups. Fixed-effects regression models with robust standard errors estimated correlations among mRS and Neuro-QoL domain scores and correlations among longitudinal change estimates. These change estimates were then compared to distribution-based estimates of minimal clinically important differences. RESULTS Seven hundred forty-five patients with ischemic stroke (79%) or transient ischemic attack (21%) were enrolled in this longitudinal observational study of post-stroke outcomes. Larger differences in cognitive function were observed in the severe mRS groups (ie, 4-5) while larger differences in physical function were observed in the mild-moderate mRS groups (ie, 0-2). Cross-sectional correlations among mRS and Neuro-QoL T-scores were high (r = 0.61-0.83), but correlations among longitudinal change estimates were weak (r = 0.14-0.44). CONCLUSIONS Findings from this study undermine the validity and utility of the mRS as an outcome measure in longitudinal studies in ischemic stroke patients. Nevertheless, strong correlations indicate that the mRS score, obtained with a single interview, is efficient at capturing important differences in patient-reported quality of life, and is useful for identifying meaningful cross-sectional differences among clinical subgroups.
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Affiliation(s)
- Robert L Askew
- Department of Psychology, Stetson University, DeLand, FL, USA.
| | - Carmen E Capo-Lugo
- Department of Physical Therapy, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Rajbeer Sangha
- Department of Neurology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Andrew Naidech
- Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Shyam Prabhakaran
- Department of Neurology, The University of Chicago, Chicago, IL, USA
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Nilanon T, Nocera LP, Martin AS, Kolatkar A, May M, Hasnain Z, Ueno NT, Yennu S, Alexander A, Mejia AE, Boles RW, Li M, Lee JSH, Hanlon SE, Cozzens Philips FA, Quinn DI, Newton PK, Broderick J, Shahabi C, Kuhn P, Nieva JJ. Use of Wearable Activity Tracker in Patients With Cancer Undergoing Chemotherapy: Toward Evaluating Risk of Unplanned Health Care Encounters. JCO Clin Cancer Inform 2020; 4:839-853. [PMID: 32970482 PMCID: PMC7531613 DOI: 10.1200/cci.20.00023] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/04/2020] [Indexed: 12/15/2022] Open
Abstract
PURPOSE Unplanned health care encounters (UHEs) such as emergency room visits can occur commonly during cancer chemotherapy treatments. Patients at an increased risk of UHEs are typically identified by clinicians using performance status (PS) assessments based on a descriptive scale, such as the Eastern Cooperative Oncology Group (ECOG) scale. Such assessments can be bias prone, resulting in PS score disagreements between assessors. We therefore propose to evaluate PS using physical activity measurements (eg, energy expenditure) from wearable activity trackers. Specifically, we examined the feasibility of using a wristband (band) and a smartphone app for PS assessments. METHODS We conducted an observational study on a cohort of patients with solid tumor receiving highly emetogenic chemotherapy. Patients were instructed to wear the band for a 60-day activity-tracking period. During clinic visits, we obtained ECOG scores assessed by physicians, coordinators, and patients themselves. UHEs occurring during the activity-tracking period plus a 90-day follow-up period were later compiled. We defined our primary outcome as the percentage of patients adherent to band-wear ≥ 80% of 10 am to 8 pm for ≥ 80% of the activity-tracking period. In an exploratory analysis, we computed hourly metabolic equivalent of task (MET) and counted 10 am to 8 pm hours with > 1.5 METs as nonsedentary physical activity hours. RESULTS Forty-one patients completed the study (56.1% female; 61.0% age 40-60 years); 68% were adherent to band-wear. ECOG score disagreement between assessors ranged from 35.3% to 50.0%. In our exploratory analysis, lower average METs and nonsedentary hours, but not higher ECOG scores, were associated with higher 150-day UHEs. CONCLUSION The use of a wearable activity tracker is generally feasible in a similar population of patients with cancer. A larger randomized controlled trial should be conducted to confirm the association between lower nonsedentary hours and higher UHEs.
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Affiliation(s)
- Tanachat Nilanon
- Department of Computer Science, University of Southern California, Los Angeles, CA
- Integrated Media Systems Center, University of Southern California, Los Angeles, CA
| | - Luciano P. Nocera
- Integrated Media Systems Center, University of Southern California, Los Angeles, CA
| | | | - Anand Kolatkar
- Bridge Institute, University of Southern California, Los Angeles, CA
- Department of Biological Sciences, University of Southern California, Los Angeles, CA
| | - Marcella May
- Dornsife Center for Self-Report Science, University of Southern California, Los Angeles, CA
| | - Zaki Hasnain
- Department of Aerospace & Mechanical Engineering, University of Southern California, Los Angeles, CA
| | - Naoto T. Ueno
- Department of Breast Medical Oncology, University of Texas MD Anderson Cancer Center, Houston, TX
| | - Sriram Yennu
- Department of Palliative, Rehabilitation, & Integrative Medicine, University of Texas MD Anderson Cancer Center, Houston, TX
| | - Angela Alexander
- Department of Experimental Radiation Oncology, University of Texas MD Anderson Cancer Center, Houston, TX
| | - Aaron E. Mejia
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
| | - Roger Wilson Boles
- Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Ming Li
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
| | - Jerry S. H. Lee
- Center for Strategic Scientific Initiatives, National Cancer Institute, Bethesda, MD
| | - Sean E. Hanlon
- Center for Strategic Scientific Initiatives, National Cancer Institute, Bethesda, MD
| | | | - David I. Quinn
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
- Division of Medical Oncology, University of Southern California, Los Angeles, CA
| | - Paul K. Newton
- Department of Aerospace & Mechanical Engineering, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
- Department of Mathematics, University of Southern California, Los Angeles, CA
| | - Joan Broderick
- Dornsife Center for Self-Report Science, University of Southern California, Los Angeles, CA
| | - Cyrus Shahabi
- Department of Computer Science, University of Southern California, Los Angeles, CA
- Integrated Media Systems Center, University of Southern California, Los Angeles, CA
| | - Peter Kuhn
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Department of Biological Sciences, University of Southern California, Los Angeles, CA
- Department of Aerospace & Mechanical Engineering, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
- Department of Biomedical Engineering, University of Southern California, Los Angeles, CA
| | - Jorge J. Nieva
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, University of Southern California, Los Angeles, CA
- Division of Medical Oncology, University of Southern California, Los Angeles, CA
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Hasnain Z, Nilanon T, Li M, Mejia A, Kolatkar A, Nocera L, Shahabi C, Cozzens Philips FA, Lee JS, Hanlon SE, Vaidya P, Ueno NT, Yennu S, Newton PK, Kuhn P, Nieva J. Quantified Kinematics to Evaluate Patient Chemotherapy Risks in Clinic. JCO Clin Cancer Inform 2020; 4:583-601. [PMID: 32598179 PMCID: PMC7328110 DOI: 10.1200/cci.20.00010] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/13/2020] [Indexed: 11/20/2022] Open
Abstract
PURPOSE Performance status (PS) is a key factor in oncologic decision making, but conventional scales used to measure PS vary among observers. Consumer-grade biometric sensors have previously been identified as objective alternatives to the assessment of PS. Here, we investigate how one such biometric sensor can be used during a clinic visit to identify patients who are at risk for complications, particularly unexpected hospitalizations that may delay treatment or result in low physical activity. We aim to provide a novel and objective means of predicting tolerability to chemotherapy. METHODS Thirty-eight patients across three centers in the United States who were diagnosed with a solid tumor with plans for treatment with two cycles of highly emetogenic chemotherapy were included in this single-arm, observational prospective study. A noninvasive motion-capture system quantified patient movement from chair to table and during the get-up-and-walk test. Activity levels were recorded using a wearable sensor over a 2-month period. Changes in kinematics from two motion-capture data points pre- and post-treatment were tested for correlation with unexpected hospitalizations and physical activity levels as measured by a wearable activity sensor. RESULTS Among 38 patients (mean age, 48.3 years; 53% female), kinematic features from chair to table were the best predictors for unexpected health care encounters (area under the curve, 0.775 ± 0.029) and physical activity (area under the curve, 0.830 ± 0.080). Chair-to-table acceleration of the nonpivoting knee (t = 3.39; P = .002) was most correlated with unexpected health care encounters. Get-up-and-walk kinematics were most correlated with physical activity, particularly the right knee acceleration (t = -2.95; P = .006) and left arm angular velocity (t = -2.4; P = .025). CONCLUSION Chair-to-table kinematics are good predictors of unexpected hospitalizations, whereas the get-up-and-walk kinematics are good predictors of low physical activity.
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Affiliation(s)
- Zaki Hasnain
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA
| | - Tanachat Nilanon
- Department of Computer Science, University of Southern California, Los Angeles, CA
| | - Ming Li
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Aaron Mejia
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Anand Kolatkar
- The Bridge Institute, University of Southern California, Los Angeles, CA
| | - Luciano Nocera
- Department of Computer Science, University of Southern California, Los Angeles, CA
| | - Cyrus Shahabi
- Department of Computer Science, University of Southern California, Los Angeles, CA
| | | | - Jerry S.H. Lee
- Center for Strategic Scientific Initiatives, National Cancer Institute, Bethesda, MD
| | - Sean E. Hanlon
- Center for Strategic Scientific Initiatives, National Cancer Institute, Bethesda, MD
| | - Poorva Vaidya
- Keck School of Medicine, University of Southern California, Los Angeles, CA
| | - Naoto T. Ueno
- Department of Breast Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Sriram Yennu
- Department of Breast Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Paul K. Newton
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Center for Strategic Scientific Initiatives, National Cancer Institute, Bethesda, MD
- Department of Mathematics, University of Southern California, Los Angeles, CA
| | - Peter Kuhn
- Department of Aerospace and Mechanical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
- The Bridge Institute, University of Southern California, Los Angeles, CA
- Department of Biological Sciences, Dornsife College of Letters, Arts, and Sciences, University of Southern California, Los Angeles, CA
- Department of Biomedical Engineering, Viterbi School of Engineering, University of Southern California, Los Angeles, CA
| | - Jorge Nieva
- Keck School of Medicine, University of Southern California, Los Angeles, CA
- Norris Comprehensive Cancer Center, Keck School of Medicine, University of Southern California, Los Angeles, CA
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Chow R, Zimmermann C, Bruera E, Temel J, Im J, Lock M. Inter-rater reliability in performance status assessment between clinicians and patients: a systematic review and meta-analysis. BMJ Support Palliat Care 2019; 10:129-135. [PMID: 31806655 DOI: 10.1136/bmjspcare-2019-002080] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 11/06/2019] [Indexed: 01/19/2023]
Abstract
INTRODUCTION Performance status is an essential consideration for clinical practice and for patient eligibility for clinical trials in oncology. Assessment of performance status is traditionally done by clinicians, but there is an increasing interest in patient-completed assessment. The aim of this systematic review and meta-analysis was to summarise inter-rater concordance between patient and clinician ratings of performance status. METHODS A search strategy was developed and executed in the databases of Ovid MEDLINE, Embase and Cochrane Central Register of Controlled Trials, from inception until 15 August 2019. Articles were eligible for inclusion if there was mention of both (1) use of performance status tool Karnofsky Performance Status (KPS) or Eastern Cooperative Oncology Group Performance Status (ECOG), and (2) assessment of performance status by both clinicians and patients. Pearson correlation coefficients were calculated for each study and were meta-analysed according to a random-effect analysis model. Analyses were conducted using Comprehensive Meta-Analysis (V.3) by Biostat. RESULTS Sixteen articles were included in our review, reporting on a cumulative sample size of 6619 patients. The quality of evidence was moderate, as determined by the GRADE tool.Concordance ranged from fair to moderate for both the KPS and ECOG tools. The Pearson correlation coefficient was 0.449 for KPS and 0.584 for ECOG. CONCLUSIONS There is fair to moderate concordance of patient and clinician performance status ratings. Future studies should examine the reasoning behind clinician and patient ratings to better understand discrepancies between ratings.
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Affiliation(s)
- Ronald Chow
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada .,Department of Supportive Care, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Division of Radiation Oncology, Department of Oncology, London Regional Cancer Program, University of Western Ontario, London, Ontario, Canada
| | - Camilla Zimmermann
- Department of Supportive Care, Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Eduardo Bruera
- Palliative Care and Rehabilitation Medicine, UT M. D. Anderson Cancer Center, Houston, Texas, USA
| | - Jennifer Temel
- Division of Hematology and Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, United States
| | - James Im
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, University of Western Ontario, London, Ontario, Canada
| | - Michael Lock
- Division of Radiation Oncology, Department of Oncology, London Regional Cancer Program, University of Western Ontario, London, Ontario, Canada
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