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Cella D, Lancki N, Kuharic M, Yanez B, Bass M, Garcia MG, Webster KA, Smith JD, O’Connor M, Coughlin A, Cahue S, Kircher S, Flores AM, Penedo FJ, Jensen RE, Wilder Smith A, Richardson K, Barnard C, George CM, Tsarwhas DG, Scholtens D, Garcia SF. Web-Based Cancer Symptom Self-Management System: A Randomized Clinical Trial. JAMA Netw Open 2025; 8:e258353. [PMID: 40323601 PMCID: PMC12053558 DOI: 10.1001/jamanetworkopen.2025.8353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Accepted: 02/28/2025] [Indexed: 05/08/2025] Open
Abstract
Importance Patients with cancer and cancer survivors frequently experience symptoms that increase the need for health care services and impair quality of life. Effective symptom management is critical for comprehensive patient-centered cancer care. Objective To evaluate the effectiveness of adding a bilingual (English and Spanish), web-based self-management program to an electronic health record (EHR)-integrated patient-reported outcome for cancer (cPRO) assessment in reducing symptom burden and health care resource use (HCRU). Design, Setting, and Participants This patient-level randomized clinical trial was performed at the Northwestern Memorial HealthCare system in Chicago, Illinois. Participants included 1614 adult patients with cancer or cancer survivors in 30 clinics who were enrolled between April 1, 2020, and April 8, 2023, and followed up for 12 months until May 8, 2024. Interventions Usual care (UC) consisting of an EHR-integrated cPRO assessment or enhanced care (EC), which offered an additional tailored web-based self-management program. Main Outcomes and Measures Patient-Reported Outcomes Measurement Information System measures of anxiety, depression, fatigue, pain interference, and physical function collected at baseline and monthly for 12 months. Secondary outcomes included HCRU measures (inpatient and/or observation visits and days, emergency department and/or urgent care visits, and days of hospital stay). Results A total of 1614 patients were included in the analysis, with 804 randomized to EC and 810 to UC. The mean (SD) age was 61 (13) years; 1095 patients (67.8%) were female. Only 419 EC participants (52.1%) accessed the website, with only 197 (47%) returning; the median time per visit was 45 seconds (IQR, 45-105 seconds). There were no statistically significant differences between EC and UC across the cPRO outcomes over 12 months. The mean change from baseline at each assessment time point for treatment effects (EC vs UC) ranged from -0.19 (95% CI, -0.86 to 0.33; P = .64) for physical function to 0.11 (95% CI, -0.75 to 0.79; P = .87) for fatigue. Zero-inflated negative binomial and logistic regression models showed no significant differences in HCRU outcomes: inpatient and/or observation visits (incidence rate ratio [IRR], 0.90; 95% CI, 0.72-1.12), emergency department and/or urgent care visits (IRR, 0.99; 95% CI, 0.84-1.16), and days of hospital stay (IRR, 1.05; 95% CI, 0.83-1.33). Conclusions and Relevance In this randomized clinical trial, adding a bilingual web-based self-management program to EHR-integrated cPRO did not reduce symptom burden or HCRU compared with cPRO alone. Low engagement with the web-based program highlights the need for strategies to enhance engagement and tailor interventions to those who would benefit most. Trial Registration ClinicalTrials.gov Identifier: NCT03988543.
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Affiliation(s)
- David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Nicola Lancki
- Department of Preventive Medicine, Division of Biostatistics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Maja Kuharic
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Betina Yanez
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Michael Bass
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Martha G. Garcia
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Kimberly A. Webster
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Justin D. Smith
- Department of Population Health Science, Division of Health System Innovation and Research, Spencer Fox Eccles School of Medicine at the University of Utah, Salt Lake City
| | - Mary O’Connor
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Ava Coughlin
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - September Cahue
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Sheetal Kircher
- Northwestern Medicine Division of Hematology and Oncology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Ann Marie Flores
- Cancer Survivorship Institute, Robert H. Lurie Comprehensive Cancer Center of Northwestern University, Chicago, Illinois
| | - Frank J. Penedo
- Department of Psychology and Medicine, University of Miami, Miami, Florida
| | - Roxanne E. Jensen
- Outcomes Research Branch, Health Care Delivery Research Program, National Cancer Institute, Rockville, Maryland
| | - Ashley Wilder Smith
- Outcomes Research Branch, Health Care Delivery Research Program, National Cancer Institute, Rockville, Maryland
| | | | - Cynthia Barnard
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Christopher M. George
- Northwestern Medicine Division of Hematology and Oncology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Dean G. Tsarwhas
- Northwestern Medicine Division of Hematology and Oncology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Denise Scholtens
- Department of Preventive Medicine, Division of Biostatistics, Northwestern University Feinberg School of Medicine, Chicago, Illinois
| | - Sofia F. Garcia
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, Illinois
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DiMartino L, Carroll AJ, Ridgeway JL, Revette A, Griffin JM, Weiner BJ, Mitchell SA, Norton WE, Cronin C, Cheville AL, Flores AM, Smith JD. Development of a method for qualitative data integration to advance implementation science within research consortia. Implement Sci Commun 2025; 6:21. [PMID: 40001223 PMCID: PMC11853699 DOI: 10.1186/s43058-025-00701-4] [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: 05/20/2024] [Accepted: 02/03/2025] [Indexed: 02/27/2025] Open
Abstract
BACKGROUND Methods of integrating qualitative data across diverse studies and within multi-site research consortia are less developed than those for integrating quantitative data. The development ofsuchmethods is essential to support the data exchange needed for cross-study qualitative inquiry and given the increasing emphasis on data sharing and open science. We describe methods for qualitative data integration within the National Cancer Institute's Improving the Management of symPtoms During And following Cancer Treatment (IMPACT) Consortium funded by the Cancer MoonshotSM. Data collection and analysis were guided by the Consolidated Framework for Implementation Research (CFIR). Our case study highlights potential solutions for unique challenges faced when integrating qualitative data across multiple settings in a research consortium. METHODS The IMPACT consortium is comprised of three research centers (RCs) each conducting pragmatic trials examining the effectiveness of routine symptom management on patient-centered outcomes. After reaching consensus on use of CFIR as the common implementation determinant framework, RCs developed a semi-structured interview guide and tailored it to features of their healthcare setting and symptom management interventions. RCs conducted interviews/focus groups with healthcare system partners to examine contextual factors impacting implementation. RCs exchanged 1-2 transcripts (n = 5 total) for purposes of pilot testing the methodology. RESULTS Given the heterogeneity of study settings and contexts, it was challenging to simultaneously assign codes at both domain and construct levels and the process was resource intensive. Recommendations include employing a common framework for data collection and analyses from the outset, coding at domain level first and then incorporating construct codes, and centralizing processes via a coordinating center (or similar entity) and combining coded transcripts using qualitative software. We also generated an iteratively refined codebook that employed the CFIR schema and incorporated CFIR 2.0 to provide detailed guidance for coders conducting cross-study qualitative inquiry. CONCLUSIONS Limited guidance exists on how to support qualitative data integration, data exchange, and sharing across multiple studies. This paper describes a systematic method for employing an implementation determinant framework-guided approach to foster data integration. This methodology can be adopted by other research consortia to support qualitative data integration, cross-site qualitative inquiry, and generate improved understanding of evidence-based intervention implementation.
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Affiliation(s)
- Lisa DiMartino
- Peter O'Donnell Jr. School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA.
- RTI International, Research Triangle Park, NC, USA.
| | - Allison J Carroll
- Department of Psychiatry and Behavioral Sciences and Medical Sciences, Center for Dissemination and Implementation Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jennifer L Ridgeway
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery and Division of Health Care Delivery Research, Mayo Clinic, Rochester, MN, USA
| | - Anna Revette
- Division of Population Sciences, Dana Farber Cancer Institute, Boston, MA, USA
| | - Joan M Griffin
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery and Division of Health Care Delivery Research, Mayo Clinic, Rochester, MN, USA
| | - Bryan J Weiner
- Departments of Global Health and Health Systems and Population Health, University of Washington, Seattle, WA, USA
| | - Sandra A Mitchell
- Division of Cancer Control and Population Sciences, National Cancer Institute, Bethesda, MD, USA
| | - Wynne E Norton
- Division of Cancer Control and Population Sciences, National Cancer Institute, Bethesda, MD, USA
| | - Christine Cronin
- Division of Population Sciences, Dana Farber Cancer Institute, Boston, MA, USA
| | - Andrea L Cheville
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
| | - Ann Marie Flores
- Departments of Physical Therapy and Human Movement Sciences and Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA
| | - Justin D Smith
- Department of Population Health Sciences, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
- Departments of Psychiatry and Behavioral Science and Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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Simon GE, Garner BR, Smith JD, Wyman PA, Matson TE, Chin-Purcell L, Cero I, Vermeer W, Johnson KA, Prado G, Brown CH. Rollout trial designs in implementation research are often necessary and sometimes preferred. Implement Sci 2025; 20:11. [PMID: 39994781 PMCID: PMC11849316 DOI: 10.1186/s13012-025-01422-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Accepted: 02/16/2025] [Indexed: 02/26/2025] Open
Abstract
BACKGROUND Rollout designs, which include stepped wedge designs, are defined by staggered implementation of new or alternative programs or services. Critiques of stepped wedge and other rollout designs have raised concerns regarding the confounding of true implementation or program effects with unrelated, global changes in service delivery, with some recommending they only be used when traditional parallel-group designs are not practicable. However, rollout designs may sometimes be more suitable than traditional parallel group designs for ethical, scientific, or practical reasons. RESULTS As investigators involved in several recent rollout trials, we define and provide rationale for and examples of stepped wedge and the larger class of rollout designs, in which all participating units receive a new program or service implementation. Staged implementation in a rollout design may be necessary when denying, rather than delaying, implementation of a known effective service is ethically unacceptable. Scientifically, stepped wedge has increased statistical power relative to an equivalent parallel group design, and some rollout designs have the capability to compare different phases of implementation and sustainment. A rollout design may be practically necessary either because of limited resources and other logistical challenges or community requirements that no site serve as a control. Examples of completed and ongoing rollout trials illustrate how these ethical, scientific, and practical considerations influenced trial designs. CONCLUSIONS Stepped wedge and other rollout trial designs may be well suited to evaluation of implementation strategies or policy changes. In implementation trials, rollout designs may be necessary for practical reasons, may be required for ethical reasons, and may be preferred for scientific reasons. We summarize when such rollout designs have advantages and drawbacks.
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Affiliation(s)
- Gregory E Simon
- Kaiser Permanente Washington Health Research Institute, 1730 Minor Ave. #1360, Seattle, WA, 98101, USA.
| | - Bryan R Garner
- The Ohio State University College of Medicine, Columbus, OH, USA
| | - Justin D Smith
- Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, USA
| | - Peter A Wyman
- School of Medicine and Dentistry, University of Rochester, Rochester, NY, USA
| | - Theresa E Matson
- Kaiser Permanente Washington Health Research Institute, 1730 Minor Ave. #1360, Seattle, WA, 98101, USA
| | | | - Ian Cero
- School of Medicine and Dentistry, University of Rochester, Rochester, NY, USA
| | - Wouter Vermeer
- Feinberg School of Medicine Northwestern University, Chicago, IL, USA
| | - Kimberly A Johnson
- Department of Mental Health Law and Policy, University of South Florida, Tampa, FL, USA
| | | | - C Hendricks Brown
- Feinberg School of Medicine Northwestern University, Chicago, IL, USA
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Flores AM, Shah M, Bedjeti K, Franklin PD, Peipert JD, Garcia SF, Lancki N, Webster KA, O’Connor M, Cella D. Risk of significant functional impairment across cancer diagnosis and care continuum. Cancer 2025; 131:e35571. [PMID: 39297349 PMCID: PMC11694161 DOI: 10.1002/cncr.35571] [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: 04/19/2024] [Revised: 08/20/2024] [Accepted: 08/27/2024] [Indexed: 01/03/2025]
Abstract
BACKGROUND The authors examined baseline physical functional (PF) impairment among cancer outpatients in the National Cancer Institute Cancer Moonshot study Northwestern University Improving the Management of Symptoms During and Following Cancer Treatment (NU IMPACT). They hypothesized that PF impairment, measured with the Patient Reported Outcome Measurement Information System-Physical Function (PROMIS-PF) survey, would (1) be common and more prevalent for patients receiving treatment compared with no treatment and (2) differ across tumor types, independent of cancer continuum phase. METHODS Adults who were diagnosed with cancer in NU IMPACT (n = 2273) were sampled, and their PROMIS-PF scores were compared across tumor types and cancer continuum (curative, noncurative, or no treatment), with scores ≤40 indicating moderate-severe impairment. Multivariable logistic regression models were used to evaluate the relation among patient and cancer factors and PF scores using a 95% confidence interval. RESULTS Forty percent of the surveyed patients reported moderate-severe PF impairment. Patients with melanoma reported the least impairment, and those with lung cancer were 6.5 times more likely to have moderate-severe impairment (95% confidence interval, 2.393-17.769). The noncurative group was 1.5 times more likely to have moderate-severe impairment (95% confidence interval, 1.045-2.145; mean score, 43; p < .001) than the curative (mean score, 6) and no treatment (mean score, 48) groups. One-third of those who reported PF impairment also had significant pain and/or fatigue. CONCLUSIONS A sizeable minority experienced PF impairment across tumor types for which pain and/or fatigue co-occurred, particularly in the noncurative group. The PROMIS-PF survey effectively identified variations in physical function. Future studies will explore how screening for PF impairment can be used to refer patients for appropriate cancer rehabilitation services.
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Affiliation(s)
- Ann Marie Flores
- Department of Physical Therapy and Human Movement SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern UniversityChicagoIllinoisUSA
| | - Mitisha Shah
- Department of Physical Therapy and Human Movement SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Katy Bedjeti
- Department of Physical Therapy and Human Movement SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Patricia D. Franklin
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
- Department of OrthopedicsFeinberg School of Medicine, Northwestern UniversityChicagoIllinoisUSA
- Department of Internal MedicineFeinberg School of Medicine, Northwestern UniversityChicagoIllinoisUSA
| | - John Devin Peipert
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern UniversityChicagoIllinoisUSA
| | - Sofia F. Garcia
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern UniversityChicagoIllinoisUSA
| | - Nicola Lancki
- Robert H. Lurie Comprehensive Cancer Center of Northwestern UniversityChicagoIllinoisUSA
- Department of Preventive MedicineFeinberg School of Medicine, Northwestern UniversityChicagoIllinoisUSA
| | - Kimberly A. Webster
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Mary O’Connor
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - David Cella
- Department of Medical Social SciencesFeinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
- Robert H. Lurie Comprehensive Cancer Center of Northwestern UniversityChicagoIllinoisUSA
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Yanez B, Perry LM, Peipert JD, Kuharic M, Taub C, Garcia SF, Diaz A, Buitrago D, Mai Q, Gharzai LA, Cella D, Kircher SM. Exploring the Relationship Among Financial Hardship, Anxiety, and Depression in Patients With Cancer: A Longitudinal Study. JCO Oncol Pract 2024; 20:1776-1783. [PMID: 39146505 PMCID: PMC11649185 DOI: 10.1200/op.24.00025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 06/04/2024] [Accepted: 07/17/2024] [Indexed: 08/17/2024] Open
Abstract
PURPOSE Financial hardship (FH) is a complex issue in cancer care, affecting material conditions, well-being, and coping behaviors. This study aimed to longitudinally examine FH, anxiety, depressive symptoms, and their associations while incorporating social determinants of health and health care cost covariates in a sample of patients diagnosed with cancer. METHODS This prospective, longitudinal cohort study analyzed data from 2,305 participants from the Northwestern University Improving the Management of Symptoms during and following Cancer Treatment trial. Outcomes assessed at baseline and at 3, 6, 9, and 12 months postbaseline included depressive symptoms, anxiety, and FH. Analysis involved random intercept cross-lagged panel models to explore between- and within-person effects, incorporating factors such as age, sex, insurance status, neighborhood area deprivation, health care charges, out-of-pocket costs, and health literacy. RESULTS The cohort had a mean age of 60.7 (standard deviation [SD] = 12.7) years and was mostly female (64.9%) and White (86.2%). Correlations were found between FH and depressive symptoms (r = 0.310) and anxiety (r = 0.289). A predictive relationship was observed between FH and depressive symptoms, with baseline and 6-month depressive symptom levels predicting later FH (baseline β = .079, P = .070; 6-month β = .072, P = .081) and 9-month FH significantly predicting 12-month depressive symptoms (β = .083, P = .025), even after accounting for health care charges and out-of-pocket costs. Baseline and 9-month anxiety showed a predictive relationship with subsequent FH (baseline β = .097, P = .023; 9-month β = .071, P = .068). CONCLUSION FH emerged as a prominent issue, with nearly half of participants experiencing some level of FH. Depressive symptoms and anxiety were related to FH. These findings underscore the need for a comprehensive approach in cancer care that concurrently addresses anxiety, depressive symptoms, and FH, recognizing their interconnected impact.
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Affiliation(s)
- Betina Yanez
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Robert H Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Laura M. Perry
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Center for Health Outcomes, Implementation, and Community-Engaged Science, Tulane University School of Medicine, New Orleans, LA
- Louisiana Cancer Research Center, New Orleans, LA
| | - John Devin Peipert
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Maja Kuharic
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Department of Pharmacy Systems, Outcomes and Policy, University of Illinois Chicago College of Pharmacy, Chicago, IL
| | - Chloe Taub
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Sofia F. Garcia
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Robert H Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL
- Department of Psychiatry & Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Alma Diaz
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Diana Buitrago
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Quan Mai
- The Enterprise Data Warehouse (EDW), Northwestern Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Laila A. Gharzai
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Robert H Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL
- Department of Radiation Oncology, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Robert H Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL
- Department of Psychiatry & Behavioral Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Sheetal M. Kircher
- Robert H Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL
- Division of Hematology and Oncology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
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Gilbertson-White S, Albashayreh A, Ji Y, Bandyopadhyay A, Zeinali N, Cherwin C. Predictors of Concordance between Patient-Reported and Provider-Documented Symptoms in the Context of Cancer and Multimorbidity. Appl Clin Inform 2024; 15:1130-1139. [PMID: 39721578 DOI: 10.1055/s-0044-1791820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2024] Open
Abstract
BACKGROUND The integration of patient-reported outcomes (PROs) into clinical care, particularly in the context of cancer and multimorbidity, is crucial. While PROs have the potential to enhance patient-centered care and improve health outcomes through improved symptom assessment, they are not always adequately documented by the health care team. OBJECTIVES This study aimed to explore the concordance between patient-reported symptom occurrence and symptoms documented in electronic health records (EHRs) in people undergoing treatment for cancer in the context of multimorbidity. METHODS We analyzed concordance between patient-reported symptom occurrence of 13 symptoms from the Memorial Symptom Assessment Scale and provider-documented symptoms extracted using NimbleMiner, a machine learning tool, from EHRs for 99 patients with various cancer diagnoses. Logistic regression guided with the Akaike Information Criterion was used to identify significant predictors of symptom concordance. RESULTS Our findings revealed discrepancies in patient and provider reports, with itching showing the highest concordance (66%) and swelling showing the lowest concordance (40%). There was no statistically significant association between multimorbidity and high concordance, while lower concordance was observed for women, patients with advanced cancer stages, individuals with lower education levels, those who had partners, and patients undergoing highly emetogenic chemotherapy. CONCLUSION These results highlight the challenges in achieving accurate and complete symptom documentation in EHRs and the necessity for targeted interventions to improve the precision of clinical documentation. By addressing these gaps, health care providers can better understand and manage patient symptoms, ultimately contributing to more personalized and effective cancer care.
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Affiliation(s)
| | - Alaa Albashayreh
- College of Nursing, University of Iowa, Iowa City, Iowa, United States
| | - Yuwen Ji
- College of Nursing, University of Iowa, Iowa City, Iowa, United States
| | | | - Nahid Zeinali
- Department of Computer Science and Informatics, University of Iowa, Iowa City, Iowa, United States
| | - Catherine Cherwin
- College of Nursing, University of Iowa, Iowa City, Iowa, United States
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Scholtens DM, Lancki N, Hemming K, Cella D, Smith JD. Statistical analysis plan for the NU IMPACT stepped-wedge cluster randomized trial. Contemp Clin Trials 2024; 143:107603. [PMID: 38852769 PMCID: PMC11283938 DOI: 10.1016/j.cct.2024.107603] [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: 12/19/2023] [Revised: 04/22/2024] [Accepted: 06/05/2024] [Indexed: 06/11/2024]
Abstract
BACKGROUND As part of the IMPACT Consortium of three effectiveness-implementation trials, the NU IMPACT trial was designed to evaluate implementation and effectiveness outcomes for an electronic health record (EHR)-embedded symptom monitoring and management program for outpatient cancer care. NU IMPACT uses a unique stepped-wedge cluster randomized design, involving six clusters of 26 clinics, for evaluation of implementation outcomes with an embedded patient-level randomized trial to evaluate effectiveness outcomes. Collaborative, consortium-wide efforts to ensure use of the most robust and recent analytic methodologies for stepped-wedge trials motivated updates to the statistical analysis plan for implementation outcomes in the NU IMPACT trial. METHODS In the updated statistical analysis plan for NU IMPACT, the primary implementation outcome patient adoption, as measured by clinic-level monthly proportions of patient engagement with the EHR-based cancer symptom monitoring system, will be analyzed using generalized least squares linear regression with auto-regressive errors and adjustment for cluster and time effects (underlying secular trends). A similar strategy will be used for secondary patient and provider implementation outcomes. DISCUSSION The analytic updates described here resulted from highly iterative, collaborative efforts among statisticians, implementation scientists, and trial leads in the IMPACT Consortium. This updated statistical analysis plan will serve as the a priori specified approach for analyzing implementation outcomes for the NU IMPACT trial.
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Affiliation(s)
- Denise M Scholtens
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America.
| | - Nicola Lancki
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America
| | - Karla Hemming
- Institute of Applied Health Research, University of Birmingham, Birmingham, United Kingdom
| | - David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, United States of America; Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, United States of America
| | - Justin D Smith
- Department of Population Health Sciences, University of Utah Spencer Fox Eccles School of Medicine, Salt Lake City, UT, United States of America
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Lyleroehr MJ, Webster KA, Perry LM, Patten EA, Cantoral J, Smith JD, Cella D, Penedo FJ, Garcia SF. A mixed methods evaluation of patient perspectives on the implementation of an electronic health record-integrated patient-reported symptom and needs monitoring program in cancer care. J Patient Rep Outcomes 2024; 8:66. [PMID: 38954112 PMCID: PMC11219691 DOI: 10.1186/s41687-024-00742-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 06/03/2024] [Indexed: 07/04/2024] Open
Abstract
BACKGROUND As cancer centers have increased focus on patient-centered, evidenced-based care, implementing efficient programs that facilitate effective patient-clinician communication remains critical. We implemented an electronic health record-integrated patient-reported symptom and needs monitoring program ('cPRO' for cancer patient-reported outcomes). To aid evaluation of cPRO implementation, we asked patients receiving care in one of three geographical regions of an academic healthcare system about their experiences. METHODS Using a sequential mixed-methods approach, we collected feedback in two waves. Wave 1 included virtual focus groups and interviews with patients who had completed cPRO. In Wave 2, we administered a structured survey to systematically examine Wave 1 themes. All participants had a diagnosed malignancy and received at least 2 invitations to complete cPRO. We used rapid and traditional qualitative methods to analyze Wave 1 data and focused on identifying facilitators and barriers to cPRO implementation. Wave 2 data were analyzed descriptively. RESULTS Participants (n = 180) were on average 62.9 years old; were majority female, White, non-Hispanic, and married; and represented various cancer types and phases of treatment. Wave 1 participants (n = 37) identified facilitators, including cPRO's perceived value and favorable usability, and barriers, including confusion about cPRO's purpose and various considerations for responding. High levels of clinician engagement with, and patient education on, cPRO were described as facilitators while low levels were described as barriers. Wave 2 (n = 143) data demonstrated high endorsement rates of cPRO's usability on domains such as navigability (91.6%), comprehensibility (98.7%), and relevance (82.4%). Wave 2 data also indicated low rates of understanding cPRO's purpose (56.7%), education from care teams about cPRO (22.5%), and discussing results of cPRO with care teams (16.3%). CONCLUSIONS While patients reported high value and ease of use when completing cPRO, they also reported areas of confusion, emphasizing the importance of patient education on the purpose and use of cPRO and clinician engagement to sustain participation. These results guided successful implementation changes and will inform future improvements.
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Affiliation(s)
- Madison J Lyleroehr
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
| | - Kimberly A Webster
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
| | - Laura M Perry
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
| | - Elijah A Patten
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
| | - Jackelyn Cantoral
- Biological Sciences Division, University of Chicago, Chicago, IL, 60637, USA
| | - Justin D Smith
- Department of Population Health Sciences, Division of Health System Innovation and Research, Spencer Fox Eccles School of Medicine at the University of Utah, Salt Lake City, UT, 84108, USA
| | - David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 675 N. St. Clair St. Fl 21 Ste 100, Chicago, IL, 60611, USA
| | - Frank J Penedo
- Departments of Psychology and Medicine, University of Miami, Coral Gables, FL, 33124, USA
- Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami, Miami, FL, 33136, USA
| | - Sofia F Garcia
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 675 N. St. Clair St. Fl 21 Ste 100, Chicago, IL, 60611, USA.
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9
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Griffin JM, Kroner BL, Wong SL, Preiss L, Wilder Smith A, Cheville AL, Mitchell SA, Lancki N, Hassett MJ, Schrag D, Osarogiagbon RU, Ridgeway JL, Cella D, Jensen RE, Flores AM, Austin JD, Yanez B. Disparities in electronic health record portal access and use among patients with cancer. J Natl Cancer Inst 2024; 116:476-484. [PMID: 37930884 PMCID: PMC10919330 DOI: 10.1093/jnci/djad225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 09/12/2023] [Accepted: 10/18/2023] [Indexed: 11/08/2023] Open
Abstract
BACKGROUND Electronic health record-linked portals may improve health-care quality for patients with cancer. Barriers to portal access and use undermine interventions that rely on portals to reduce cancer care disparities. This study examined portal access and persistence of portal use and associations with patient and structural factors before the implementation of 3 portal-based interventions within the Improving the Management of symPtoms during And following Cancer Treatment (IMPACT) Consortium. METHODS Portal use data were extracted from electronic health records for the 12 months preceding intervention implementation. Sociodemographic factors, mode of accessing portals (web vs mobile), and number of clinical encounters before intervention implementation were also extracted. Rurality was derived using rural-urban commuting area codes. Broadband access was estimated using the 2015-2019 American Community Survey. Multiple logistic regression models tested the associations of these factors with portal access (ever accessed or never accessed) and persistence of portal use (accessed the portal ≤20 weeks vs ≥21 weeks in the 35-week study period). RESULTS Of 28 942 eligible patients, 10 061 (35%) never accessed the portal. Male sex, membership in a racial and ethnic minority group, rural dwelling, not working, and limited broadband access were associated with lower odds of portal access. Younger age and more clinical encounters were associated with higher odds of portal access. Of those with portal access, 25% were persistent users. Using multiple modalities for portal access, being middle-aged, and having more clinical encounters were associated with persistent portal use. CONCLUSION Patient and structural factors affect portal access and use and may exacerbate disparities in electronic health record-based cancer symptom surveillance and management.
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Affiliation(s)
- Joan M Griffin
- Division of Health Care Delivery Research, Mayo Clinic, Rochester, MN, USA
- Robert E. and Patricia D. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - Barbara L Kroner
- Center for Clinical Research, RTI International, Research Triangle Park, NC, USA
| | - Sandra L Wong
- Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - Liliana Preiss
- Center for Clinical Research, RTI International, Research Triangle Park, NC, USA
| | - Ashley Wilder Smith
- Outcomes Research Branch, Healthcare Delivery Research Program, National Cancer Institute, Bethesda, MD, USA
| | - Andrea L Cheville
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
| | - Sandra A Mitchell
- Outcomes Research Branch, Healthcare Delivery Research Program, National Cancer Institute, Bethesda, MD, USA
| | - Nicola Lancki
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Michael J Hassett
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Deborah Schrag
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Jennifer L Ridgeway
- Division of Health Care Delivery Research, Mayo Clinic, Rochester, MN, USA
- Robert E. and Patricia D. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA
| | - Roxanne E Jensen
- Outcomes Research Branch, Healthcare Delivery Research Program, National Cancer Institute, Bethesda, MD, USA
| | - Ann Marie Flores
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA
- Department of Physical Therapy and Human Movement Science, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jessica D Austin
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Betina Yanez
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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10
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Garcia SF, O'Connor M, Kinahan K, Duffy M, Klein M, McCrum A, Didwania A, Kircher SM. Advancing survivorship at a comprehensive cancer center: integrating clinical care, education and research initiatives at Northwestern Medicine and the Robert H. Lurie Comprehensive Cancer Center. J Cancer Surviv 2024; 18:17-22. [PMID: 38294597 DOI: 10.1007/s11764-023-01518-7] [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: 11/14/2023] [Accepted: 12/19/2023] [Indexed: 02/01/2024]
Abstract
The unprecedented and growing number of cancer survivors requires comprehensive quality care that includes cancer surveillance, symptom management, and health promotion to reduce morbidity and mortality and improve quality of life. However, coordinated and sustainable survivorship care has been challenged by barriers at multiple levels. We outline the survivorship programs at Northwestern Medicine and the Robert H. Lurie Comprehensive Cancer Center that have evolved over two decades. Our current survivorship clinics comprise STAR (Survivors Taking Action and Responsibility) for adult survivors of childhood cancers; Adult Specialty Survivorship for survivors of breast, colorectal and testicular cancers, lymphomas, and leukemias; and Gynecologic Oncology Survivorship. Care provision models align with general, disease/treatment-specific, and integrated survivorship models, respectively. Reimbursement for survivorship services has been bolstered by institutional budget allocations. We have standardized survivor education, counseling, and referrals through electronic health record (EHR)-integrated survivorship care plan (SCP) templates that incorporate partial auto-population. We developed EHR-integrated data collection tools (e.g., dashboards; SmartForm, and registry) to facilitate data analytics, personalized patient referrals, and reports to the Commission on Cancer (CoC). We report to the CoC on SCP delivery, dietitian encounters, and DEXA scans. For the last decade, our Cancer Survivorship Institute has aligned the efforts of clinicians, researchers, and educators. The institute promotes evidence-based care, high-impact research, and state-of-the-science educational programs for professionals, survivors, and the community. Future plans include expansion of clinical services and funding for applied research centered on the unique needs of post-treatment cancer survivors. IMPLICATIONS FOR CANCER SURVIVORS: The survivorship programs at Northwestern Medicine and the Robert H. Lurie Comprehensive Cancer Center underscore the imperative for comprehensive, coordinated, and sustainable survivorship care to address the needs of increasing numbers of cancer survivors, with a focus on evidence-based clinical practices, associated research, and educational initiatives.
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Affiliation(s)
- Sofia F Garcia
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
- Cancer Survivorship Institute, Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA.
- Northwestern Medicine, Chicago, IL, USA.
| | - Mary O'Connor
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | | | | | | | - Aarati Didwania
- Cancer Survivorship Institute, Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
- Northwestern Medicine, Chicago, IL, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sheetal M Kircher
- Cancer Survivorship Institute, Robert H. Lurie Comprehensive Cancer Center, Northwestern University, 625 N. Michigan Ave., Suite 2100, Chicago, IL, 60611, USA
- Northwestern Medicine, Chicago, IL, USA
- Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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11
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Nolla K, Rasmussen LV, Rothrock NE, Butt Z, Bass M, Davis K, Cella D, Gershon R, Barnard C, Chmiel R, Almaraz F, Schachter M, Nelson T, Langer M, Starren J. Seamless Integration of Computer-Adaptive Patient Reported Outcomes into an Electronic Health Record. Appl Clin Inform 2024; 15:145-154. [PMID: 38154472 PMCID: PMC10881259 DOI: 10.1055/a-2235-9557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 12/06/2023] [Indexed: 12/30/2023] Open
Abstract
BACKGROUND Patient-reported outcome (PRO) measures have become an essential component of quality measurement, quality improvement, and capturing the voice of the patient in clinical care. In 2004, the National Institutes of Health endorsed the importance of PROs by initiating the Patient-Reported Outcomes Measurement Information System (PROMIS), which leverages computer-adaptive tests (CATs) to reduce patient burden while maintaining measurement precision. Historically, PROMIS CATs have been used in a large number of research studies outside the electronic health record (EHR), but growing demand for clinical use of PROs requires creative information technology solutions for integration into the EHR. OBJECTIVES This paper describes the introduction of PROMIS CATs into the Epic Systems EHR at a large academic medical center using a tight integration; we describe the process of creating a secure, automatic connection between the application programming interface (API) which scores and selects CAT items and Epic. METHODS The overarching strategy was to make CATs appear indistinguishable from conventional measures to clinical users, patients, and the EHR software itself. We implemented CATs in Epic without compromising patient data security by creating custom middleware software within the organization's existing middleware framework. This software communicated between the Assessment Center API for item selection and scoring and Epic for item presentation and results. The middleware software seamlessly administered CATs alongside fixed-length, conventional PROs while maintaining the display characteristics and functions of other Epic measures, including automatic display of PROMIS scores in the patient's chart. Pilot implementation revealed differing workflows for clinicians using the software. RESULTS The middleware software was adopted in 27 clinics across the hospital system. In the first 2 years of hospital-wide implementation, 793 providers collected 70,446 PROs from patients using this system. CONCLUSION This project demonstrated the importance of regular communication across interdisciplinary teams in the design and development of clinical software. It also demonstrated that implementation relies on buy-in from clinical partners as they integrate new tools into their existing clinical workflow.
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Affiliation(s)
- Kyle Nolla
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Luke V. Rasmussen
- Department of Preventative Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Nan E. Rothrock
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Zeeshan Butt
- Phreesia, Inc, Clinical Content, Wilmington, DE, USA
- Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Michael Bass
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Kristina Davis
- Department of Nursing Quality, Stanford Health Care, Stanford, California, United States
| | - David Cella
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Richard Gershon
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Cynthia Barnard
- Department of General Internal Medicine, Feinberg School of Medicine, Northwestern University and Northwestern Memorial HealthCare, Chicago, Illinois, United States
| | - Ryan Chmiel
- Department of Information Services, Northwestern Memorial HealthCare, Chicago, Illinois, United States
| | - Federico Almaraz
- Department of Information Services, Northwestern Memorial HealthCare, Chicago, Illinois, United States
| | - Michael Schachter
- Department of Information Services, Northwestern Memorial HealthCare, Chicago, Illinois, United States
| | - Therese Nelson
- Clinical and Translational Sciences Institute, Northwestern University, Chicago, Illinois, United States
| | - Michelle Langer
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
| | - Justin Starren
- Department of Medical Social Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
- Department of Preventative Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States
- Clinical and Translational Sciences Institute, Northwestern University, Chicago, Illinois, United States
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12
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Smith JD, Norton WE, Mitchell SA, Cronin C, Hassett MJ, Ridgeway JL, Garcia SF, Osarogiagbon RU, Dizon DS, Austin JD, Battestilli W, Richardson JE, Tesch NK, Cella D, Cheville AL, DiMartino LD. The Longitudinal Implementation Strategy Tracking System (LISTS): feasibility, usability, and pilot testing of a novel method. Implement Sci Commun 2023; 4:153. [PMID: 38017582 PMCID: PMC10683230 DOI: 10.1186/s43058-023-00529-w] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Accepted: 11/09/2023] [Indexed: 11/30/2023] Open
Abstract
BACKGROUND Systematic approaches are needed to accurately characterize the dynamic use of implementation strategies and how they change over time. We describe the development and preliminary evaluation of the Longitudinal Implementation Strategy Tracking System (LISTS), a novel methodology to document and characterize implementation strategies use over time. METHODS The development and initial evaluation of the LISTS method was conducted within the Improving the Management of SymPtoms during And following Cancer Treatment (IMPACT) Research Consortium (supported by funding provided through the NCI Cancer MoonshotSM). The IMPACT Consortium includes a coordinating center and three hybrid effectiveness-implementation studies testing routine symptom surveillance and integration of symptom management interventions in ambulatory oncology care settings. LISTS was created to increase the precision and reliability of dynamic changes in implementation strategy use over time. It includes three components: (1) a strategy assessment, (2) a data capture platform, and (3) a User's Guide. An iterative process between implementation researchers and practitioners was used to develop, pilot test, and refine the LISTS method prior to evaluating its use in three stepped-wedge trials within the IMPACT Consortium. The LISTS method was used with research and practice teams for approximately 12 months and subsequently we evaluated its feasibility, acceptability, and usability using established instruments and novel questions developed specifically for this study. RESULTS Initial evaluation of LISTS indicates that it is a feasible and acceptable method, with content validity, for characterizing and tracking the use of implementation strategies over time. Users of LISTS highlighted several opportunities for improving the method for use in future and more diverse implementation studies. CONCLUSIONS The LISTS method was developed collaboratively between researchers and practitioners to fill a research gap in systematically tracking implementation strategy use and modifications in research studies and other implementation efforts. Preliminary feedback from LISTS users indicate it is feasible and usable. Potential future developments include additional features, fewer data elements, and interoperability with alternative data entry platforms. LISTS offers a systematic method that encourages the use of common data elements to support data analysis across sites and synthesis across studies. Future research is needed to further adapt, refine, and evaluate the LISTS method in studies with employ diverse study designs and address varying delivery settings, health conditions, and intervention types.
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Affiliation(s)
- Justin D Smith
- Department of Population Health Sciences, School of Medicine, University of Utah, Spencer Fox Eccles, Salt Lake City, UT, USA.
- Departments of Psychiatry and Behavioral Science and Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Wynne E Norton
- Division of Cancer Control and Population Sciences, National Cancer Institute, Bethesda, MD, USA
| | - Sandra A Mitchell
- Division of Cancer Control and Population Sciences, National Cancer Institute, Bethesda, MD, USA
| | - Christine Cronin
- Division of Population Sciences, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Michael J Hassett
- Departments of Medical Oncology and Quality & Patient Safety, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
| | - Jennifer L Ridgeway
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery and Division of Health Care Delivery Research, Mayo Clinic, Rochester, MN, USA
| | - Sofia F Garcia
- Departments of Psychiatry and Behavioral Science and Medical Social Sciences, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Raymond U Osarogiagbon
- Multidisciplinary Thoracic Oncology Program, Thoracic Oncology Research Group, Baptist Cancer Center, Memphis, TN, USA
| | - Don S Dizon
- Division of Hematology-Oncology, Department of Medicine, Legoretta Cancer Center, The Warren Alpert Medical School of Brown University, and Lifespan Cancer Institute, Providence, USA
| | - Jessica D Austin
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Scottsdale, AZ, USA
| | - Whitney Battestilli
- Center for Clinical Research Informatics, RTI International, Durham, NC, USA
| | - Joshua E Richardson
- Center for Health Informatics, RTI International, Research Triangle Park, Fayetteville, NC, USA
| | - Nathan K Tesch
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - David Cella
- Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine and Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA
| | - Andrea L Cheville
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
| | - Lisa D DiMartino
- Peter O'Donnell Jr. School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
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13
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Hendricks-Sturrup RM, Edgar LM, Lu CY. Leveraging stories of cardiac amyloidosis patients of African ancestry or descent to support patient-derived data elements for efficient diagnosis and treatment. Front Pharmacol 2023; 14:1276396. [PMID: 38074115 PMCID: PMC10704161 DOI: 10.3389/fphar.2023.1276396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Accepted: 10/31/2023] [Indexed: 02/12/2024] Open
Affiliation(s)
- Rachele M. Hendricks-Sturrup
- National Alliance Against Disparities in Patient Health, Woodbridge, VA, United States
- Department of Population Medicine, Harvard Pilgrim Healthcare Institute and Harvard Medical School, Boston, MA, United States
- Duke-Margolis Center for Health Policy, Washington, DC, United States
| | - Lauren M. Edgar
- Southern Nevada Black Nurses Association, Las Vegas, NV, United States
| | - Christine Y. Lu
- Department of Population Medicine, Harvard Pilgrim Healthcare Institute and Harvard Medical School, Boston, MA, United States
- School of Pharmacy, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- Kolling Institute, Faculty of Medicine and Health, The University of Sydney and the Northern Sydney Local Health District, Sydney, NSW, Australia
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14
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Smith AW, DiMartino L, Garcia SF, Mitchell SA, Ruddy KJ, Smith JD, Wong SL, Cahue S, Cella D, Jensen RE, Hassett MJ, Hodgdon C, Kroner B, Osarogiagbon RU, Popovic J, Richardson K, Schrag D, Cheville AL. Systematic symptom management in the IMPACT Consortium: rationale and design for 3 effectiveness-implementation trials. JNCI Cancer Spectr 2023; 7:pkad073. [PMID: 37930033 PMCID: PMC10627528 DOI: 10.1093/jncics/pkad073] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 06/30/2023] [Accepted: 09/13/2023] [Indexed: 11/07/2023] Open
Abstract
Cancer and its treatment produce deleterious symptoms across the phases of care. Poorly controlled symptoms negatively affect quality of life and result in increased health-care needs and hospitalization. The Improving the Management of symPtoms during And following Cancer Treatment (IMPACT) Consortium was created to develop 3 large-scale, systematic symptom management systems, deployed through electronic health record platforms, and to test them in pragmatic, randomized, hybrid effectiveness and implementation trials. Here, we describe the IMPACT Consortium's conceptual framework, its organizational components, and plans for evaluation. The study designs and lessons learned are highlighted in the context of disruptions related to the COVID-19 pandemic.
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Affiliation(s)
- Ashley Wilder Smith
- Outcomes Research Branch, Healthcare Delivery Research Program, National Cancer Institute, Bethesda, MD, USA
| | - Lisa DiMartino
- Peter O’Donnell Jr. School of Public Health, University of Texas Southwestern Medical Center, Austin, TX, USA
- RTI International, Washington, DC, USA
| | - Sofia F Garcia
- Department of Medical Social Sciences and the Robert H. Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sandra A Mitchell
- Outcomes Research Branch, Healthcare Delivery Research Program, National Cancer Institute, Bethesda, MD, USA
| | | | - Justin D Smith
- Division of Health Systems Innovation and Research, Department of Population Health Sciences, Spencer Fox Eccles School of Medicine at the University of Utah, Salt Lake City, UT, USA
| | - Sandra L Wong
- Department of Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH, USA
| | - September Cahue
- American Academy of Allergy, Asthma and Immunology, Chicago, IL, USA
| | - David Cella
- Department of Medical Social Sciences and the Robert H. Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Roxanne E Jensen
- Outcomes Research Branch, Healthcare Delivery Research Program, National Cancer Institute, Bethesda, MD, USA
| | - Michael J Hassett
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Christine Hodgdon
- Guiding Researchers and Advocates to Scientific Partnerships, Baltimore, MD, USA
| | | | | | | | | | - Deborah Schrag
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Andrea L Cheville
- Department of Physical Medicine and Rehabilitation, Mayo Clinic, Rochester, MN, USA
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