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Hahn EE, Munoz-Plaza CE, Jensen CD, Ghai NR, Pak K, Amundsen BI, Contreras R, Cannizzaro N, Chubak J, Green BB, Skinner CS, Halm EA, Schottinger JE, Levin TR. Patterns of Care Following a Positive Fecal Blood Test for Colorectal Cancer: A Mixed Methods Study. J Gen Intern Med 2024:10.1007/s11606-024-08764-0. [PMID: 38771535 DOI: 10.1007/s11606-024-08764-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2023] [Accepted: 04/02/2024] [Indexed: 05/22/2024]
Abstract
BACKGROUND/OBJECTIVE Multilevel barriers to colonoscopy after a positive fecal blood test for colorectal cancer (CRC) are well-documented. A less-explored barrier to appropriate follow-up is repeat fecal testing after a positive test. We investigated this phenomenon using mixed methods. DESIGN This sequential mixed methods study included quantitative data from a large cohort of patients 50-89 years from four healthcare systems with a positive fecal test 2010-2018 and qualitative data from interviews with physicians and patients. MAIN MEASURES Logistic regression was used to evaluate whether repeat testing was associated with failure to complete subsequent colonoscopy and to identify factors associated with repeat testing. Interviews were coded and analyzed to explore reasons for repeat testing. KEY RESULTS A total of 316,443 patients had a positive fecal test. Within 1 year, 76.3% received a colonoscopy without repeat fecal testing, 3% repeated testing and then received a colonoscopy, 4.4% repeated testing without colonoscopy, and 16.3% did nothing. Among repeat testers (7.4% of total cohort, N = 23,312), 59% did not receive a colonoscopy within 1 year. In adjusted models, those with an initial positive test followed by a negative second test were significantly less likely to receive colonoscopy than those with two successive positive tests (OR 0.37, 95% CI 0.35-0.40). Older age (65-75 vs. 50-64 years: OR 1.37, 95% CI 1.33-1.41) and higher comorbidity score (≥ 4 vs. 0: OR 1.75, 95% CI 1.67-1.83) were significantly associated with repeat testing compared to those who received colonoscopy without repeat tests. Qualitative interview data revealed reasons underlying repeat testing, including colonoscopy avoidance, bargaining, and disbelief of positive results. CONCLUSIONS Among patients in this cohort, 7.4% repeated fecal testing after an initial positive test. Of those, over half did not go on to receive a colonoscopy within 1 year. Efforts to improve CRC screening must address repeat fecal testing after a positive test as a barrier to completing colonoscopy.
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Affiliation(s)
- Erin E Hahn
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA.
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA.
| | - Corrine E Munoz-Plaza
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA
| | | | - Nirupa R Ghai
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA
| | - Katherine Pak
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA
| | - Britta I Amundsen
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA
| | - Richard Contreras
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA
| | - Nancy Cannizzaro
- Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA
| | - Jessica Chubak
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Beverly B Green
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
| | - Celette Sugg Skinner
- Peter O'Donnell Jr. School of Public Health, University of Texas Southwestern Medical Center, Dallas, TX, USA
- Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Ethan A Halm
- Department of Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, USA
| | - Joanne E Schottinger
- Department of Health Systems Science, Kaiser Permanente Bernard J. Tyson School of Medicine, Pasadena, CA, USA
| | - Theodore R Levin
- Kaiser Permanente Division of Research, Oakland, CA, USA
- Kaiser Permanente Medical Center, Walnut Creek, CA, USA
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Castilho MJCD, Massago M, Arruda CE, Beltrame MHA, Strand E, Fontes CER, Nihei OK, Franco RDL, Staton CA, Pedroso RB, de Andrade L. Spatial distribution of mortality from colorectal cancer in the southern region of Brazil. PLoS One 2023; 18:e0288241. [PMID: 37418502 DOI: 10.1371/journal.pone.0288241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 06/22/2023] [Indexed: 07/09/2023] Open
Abstract
Colorectal cancer (CRC) is the leading cause of death due to cancer worldwide. In Brazil, it is the second most frequent cancer in men and women, with a mortality reaching 9.4% of those diagnosed. The aim of this study was to analyze the spatial heterogeneity of CRC deaths among municipalities in south Brazil, from 2015 to 2019, in different age groups (50-59 years, 60-69 years, 70-79 years, and 80 years old or more) and identify the associated variables. Global Spatial Autocorrelation (Moran's I) and Local Spatial Autocorrelation (LISA) analyses were used to evaluate the spatial correlation between municipalities and CRC mortality. Ordinary Least Squares (OLS) and Geographically Weighted Regression (GWR) were applied to evaluate global and local correlations between CRC deaths, sociodemographic, and coverage of health care services. For all age groups, our results found areas with high CRC rates surrounded by areas with similarly high rates mainly in the Rio Grande do Sul state. Even as factors associated with CRC mortality varied according to age group, our results suggested that improved access to specialized health centers, the presence of family health strategy teams, and higher rates of colonoscopies are protective factors against colorectal cancer mortality in southern Brazil.
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Affiliation(s)
| | - Miyoko Massago
- Postgraduate Program in Health Sciences, State University of Maringa, Maringa, Parana, Brazil
| | - Carlos Eduardo Arruda
- Postgraduate Program in Management, Technology and Innovation in Urgency and Emergency, State University of Maringa, Maringa, Parana, Brazil
| | | | - Eleanor Strand
- Department of Emergency Medicine, Duke University School of Medicine, Durham, North Carolina, United States of America
| | | | - Oscar Kenji Nihei
- Center of Education, Literature and Health, Western Paraná State University, Foz do Iguaçu, Parana, Brazil
| | - Rogério do Lago Franco
- Postgraduate Program in Health Sciences, State University of Maringa, Maringa, Parana, Brazil
| | - Catherine Ann Staton
- Postgraduate Program in Health Sciences, State University of Maringa, Maringa, Parana, Brazil
- Department of Emergency Medicine, Duke University School of Medicine, Durham, North Carolina, United States of America
| | - Raissa Bocchi Pedroso
- Postgraduate Program in Health Sciences, State University of Maringa, Maringa, Parana, Brazil
| | - Luciano de Andrade
- Postgraduate Program in Health Sciences, State University of Maringa, Maringa, Parana, Brazil
- Department of Medicine at the State University of Maringa, Maringa, Parana, Brazil
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3
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Kruse GR, Lykken JM, Kim EJ, Haas JS, Higashi RT, Atlas SJ, McCarthy AM, Tiro JA, Silver MI, Skinner CS, Kamineni A. Provider beliefs in effectiveness and recommendations for primary HPV testing in 3 health-care systems. JNCI Cancer Spectr 2022; 7:6873747. [PMID: 36469348 PMCID: PMC9825247 DOI: 10.1093/jncics/pkac086] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 11/16/2022] [Accepted: 11/18/2022] [Indexed: 12/10/2022] Open
Abstract
In 2018, the US Preventive Services Task Force endorsed primary human papillomavirus testing (pHPV) for cervical cancer screening. We aimed to describe providers' beliefs about pHPV testing effectiveness and which screening approach they regularly recommend. We invited providers who performed 10 or more cervical cancer screens in 2019 in 3 healthcare systems that had not adopted pHPV testing: Kaiser Permanente Washington, Mass General Brigham, and Parkland Health; 53.7% (501/933) completed the survey between October and December 2020. Response distributions varied across modalities (P < .001), with cytology alone or cotesting being more often viewed as somewhat or very effective for 30- to 65-year-olds compared with pHPV (cytology alone 94.1%, cotesting 96.1%, pHPV 66.0%). In 21- to 29-year-olds, the pattern was similar (cytology alone 92.2%, 64.7% cotesting, 50.8% pHPV). Most providers were either incorrect or unsure of the guideline-recommended screening interval for pHPV. Educational efforts are needed about the relative effectiveness and recommended use of pHPV to promote guideline-concordant care.
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Affiliation(s)
- Gina R Kruse
- Correspondence to: Gina Kruse, MD, MPH, Division of General Internal Medicine, Massachusetts General Hospital, Harvard Medical School, 100 Cambridge St, 16th Fl, Boston, MA 02124, USA (e-mail: )
| | - Jacquelyn M Lykken
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Eric J Kim
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Jennifer S Haas
- Division of General Internal Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Robin T Higashi
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA,Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Steven J Atlas
- Division of General Internal Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Anne Marie McCarthy
- Department of Biostatistics, Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Jasmin A Tiro
- Department of Public Health Sciences, University of Chicago—Biological Sciences Division, Chicago, IL, USA
| | - Michelle I Silver
- Division of Public Health Sciences, Department of Surgery, Washington University School of Medicine, St Louis, MO, USA
| | - Celette S Skinner
- Department of Population and Data Sciences, University of Texas Southwestern Medical Center, Dallas, TX, USA,Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Aruna Kamineni
- Kaiser Permanente Washington Health Research Institute, Seattle, WA, USA
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Bhurosy T, Bover Manderski MT, Heckman CJ, Gonsalves NJ, Delnevo CD, Steinberg MB. Perceived effectiveness of cancer screening among family medicine and internal medicine physicians in the United States. Prev Med Rep 2022; 28:101842. [PMID: 35669859 PMCID: PMC9163580 DOI: 10.1016/j.pmedr.2022.101842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 05/03/2022] [Accepted: 05/20/2022] [Indexed: 11/30/2022] Open
Abstract
There are limited data on family medicine and internal medicine physicians’ beliefs regarding perceived cancer screening effectiveness. Perceiving specific cancer screening tests as very effective differed in some cases by gender, age, graduation year, and race/ethnicity. Physicians’ perceived effectiveness about cancer screening tests varies widely and may influence their recommendations or usage of these tests. Understanding physicians’ beliefs on screening effectiveness can help improve uptake of evidence-based screening by providers and patients to promote early detection and successful treatment.
Family and internal medicine physicians play an important role in cancer screening, yet there are limited data on their beliefs regarding effectiveness of screening tests, which may affect physicians’ likelihood to recommend such tests. The study purpose was to assess current beliefs among family medicine and internal medicine physicians regarding effectiveness of various types of cancer screening. A national sample of 582 physicians from the American Medical Association’s Physician Masterfile were surveyed. Participants were asked about their perceived effectiveness of screening for colon, lung, breast, prostate, and cervical cancer among average, healthy individuals. Chi-square tests were conducted to assess relationships between perceiving screening tests to be ‘very effective in reducing cancer-related mortality’ and demographic characteristics. A substantial majority of physicians perceived colonoscopy (83.8%) and Pap smear (82.9%) to be very effective. Perceiving low-dose computed tomography (LDCT), Pap smear, and prostate-specific antigen (PSA) as ‘very effective’ differed by gender, with females less likely to endorse LDCT and Pap smear but more likely to endorse PSA. Perceiving PSA as ‘very effective’ differed by age and graduation year, with younger or more recently graduated physicians being less likely to perceive PSA as ‘very effective’. Non-Hispanic Black/African-American physicians were more likely to perceive mammography as ‘very effective’ than other groups. Physicians’ perceived effectiveness about cancer screening tests varies widely and may influence their recommendations or usage of these tests. Understanding physicians’ beliefs can help in improving uptake of evidence-based screening tests by providers and patients to promote early detection and successful treatment.
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Affiliation(s)
- Trishnee Bhurosy
- Department of Population Health, School of Health Professions and Human Services, Hofstra University, Hempstead, NY 11549, USA
| | - Michelle T. Bover Manderski
- Center for Tobacco Studies, Rutgers University, New Brunswick, NJ 08901, USA
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
| | - Carolyn J. Heckman
- Cancer Prevention and Control Program, Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ 08901, USA
- Department of Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ 08901, USA
- Corresponding author.
| | - Nishi J. Gonsalves
- Center for Tobacco Studies, Rutgers University, New Brunswick, NJ 08901, USA
| | - Cristine D. Delnevo
- Center for Tobacco Studies, Rutgers University, New Brunswick, NJ 08901, USA
- Department of Health Behavior, Society, and Policy, Rutgers School of Public Health, Piscataway, NJ, USA
| | - Michael B. Steinberg
- Center for Tobacco Studies, Rutgers University, New Brunswick, NJ 08901, USA
- Department of Health Behavior, Society, and Policy, Rutgers School of Public Health, Piscataway, NJ, USA
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Zhu X, Weiser E, Jacobson DJ, Griffin JM, Limburg PJ, Finney Rutten LJ. Factors Associated With Clinician Recommendations for Colorectal Cancer Screening Among Average-Risk Patients: Data From a National Survey. Prev Chronic Dis 2022; 19:E19. [PMID: 35420980 PMCID: PMC9044901 DOI: 10.5888/pcd19.210315] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Introduction Colorectal cancer (CRC) screening among average-risk patients is underused in the US. Clinician recommendation is strongly associated with CRC screening completion. To inform interventions that improve CRC screening uptake among average-risk patients, we examined clinicians’ routine recommendations of 7 guideline-recommended screening methods and factors associated with these recommendations. Methods We conducted an online survey in November and December 2019 among a sample of primary care clinicians (PCCs) and gastroenterologists (GIs) from a panel of US clinicians. Clinicians reported whether they routinely recommend each screening method, screening method intervals, and patient age at which they stop recommending screening. We also measured the influence of various factors on screening recommendations. Results Nearly all 814 PCCs (99%) and all 159 GIs (100%) reported that they routinely recommend colonoscopy for average-risk patients, followed by stool-based tests (more than two-thirds of PCCs and GIs). Recommendation of other visualization-based methods was less frequent (PCCs, 26%–35%; GIs, 30%–41%). A sizable proportion of clinicians reported guideline-discordant screening intervals and age to stop screening. Guidelines and clinical evidence were most frequently reported as very influential to clinician recommendations. Factors associated with routine recommendation of each screening method included clinician-perceived effectiveness of the method, clinician familiarity with the method, Medicare coverage, clinical capacity, and patient adherence. Conclusion Clinician education is needed to improve knowledge, familiarity, and experience with guideline-recommended screening methods with the goal of effectively engaging patients in informed decision making for CRC screening.
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Affiliation(s)
- Xuan Zhu
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota
| | | | - Debra J. Jacobson
- Division of Clinical Trials and Biostatistics, Mayo Clinic, Rochester, Minnesota
| | - Joan M. Griffin
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota
- Division of Health Care Delivery Research, Mayo Clinic, Rochester, Minnesota
| | - Paul J. Limburg
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota
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Heidenreich S, Finney Rutten LJ, Miller-Wilson LA, Jimenez-Moreno C, Chua GN, Fisher DA. Colorectal cancer screening preferences among physicians and individuals at average risk: A discrete choice experiment. Cancer Med 2022; 11:3156-3167. [PMID: 35315224 PMCID: PMC9385595 DOI: 10.1002/cam4.4678] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 02/21/2022] [Accepted: 02/27/2022] [Indexed: 12/09/2022] Open
Abstract
BACKGROUND Guidelines include several options for average-risk colorectal cancer (CRC) screening that vary in aspects such as invasiveness, recommended frequency, and precision. Thus, patient and provider preferences can help identify an appropriate screening strategy. This study elicited CRC screening preferences of physicians and individuals at average risk for CRC (IAR). METHODS IAR aged 45-75 years and licensed physicians (primary care or gastroenterology) completed an online discrete choice experiment (DCE). Participants were recruited from representative access panels in the US. Within the DCE, participants traded off preferences between screening type, screening frequency, true-positive, true-negative, and adenoma true positive (physicians only). A mixed logit model was used to obtain predicted choice probabilities for colonoscopy, multi-target stool DNA (mt-sDNA), fecal immunochemical test (FIT), and methylated septin 9 (mSEPT9) blood test. RESULTS Preferences of IAR and physicians were affected by screening precision and screening type. IAR also valued more regular screening. Physicians preferred colonoscopy (96.8%) over mt-sDNA (2.8%; p < 0.001), FIT (0.3%; p < 0.001) and mSEPT9 blood test (0.1%; p < 0.01). IAR preferred mt-sDNA (38.8%) over colonoscopy (32.5%; p < 0.001), FIT (19.2%; p < 0.001), and mSEPT9 blood test (9.4%; p < 0.001). IAR naïve to screening preferred non-invasive screening (p < 0.001), while the opposite was found for those who previously underwent colonoscopy or sigmoidoscopy. CONCLUSIONS While physicians overwhelmingly preferred colonoscopy, preferences of IAR were heterogenous, with mt-sDNA being most frequently preferred on average. Offering choices in addition to colonoscopy could improve CRC screening uptake among IAR. This study used a discrete choice experiment in the US to elicit preferences of physicians and individuals at average risk for colorectal cancer screening modalities and their characteristics.
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Affiliation(s)
| | - Lila J Finney Rutten
- Division of Epidemiology, Department of Quantitative Health Sciences, Mayo Clinic, Rochester, Minnesota, USA
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Shete S, Deng Y, Shannon J, Faseru B, Middleton D, Iachan R, Bernardo B, Balkrishnan R, Kim SJ, Huang B, Millar MM, Fuemmler B, Jensen JD, Mendoza JA, Hu J, Lazovich D, Robertson L, Demark-Wahnefried W, Paskett ED. Differences in Breast and Colorectal Cancer Screening Adherence Among Women Residing in Urban and Rural Communities in the United States. JAMA Netw Open 2021; 4:e2128000. [PMID: 34605915 PMCID: PMC8491105 DOI: 10.1001/jamanetworkopen.2021.28000] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2021] [Accepted: 07/30/2021] [Indexed: 12/13/2022] Open
Abstract
Importance Screening for breast and colorectal cancer has resulted in reductions in mortality; however, questions remain regarding how these interventions are being diffused to all segments of the population. If an intervention is less amenable to diffusion, it could be associated with disparities in mortality rates, especially in rural vs urban areas. Objectives To compare the prevalence of breast and colorectal cancer screening adherence and to identify factors associated with screening adherence among women residing in rural vs urban areas in the United States. Design, Setting, and Participants This population-based cross-sectional study of women aged 50 to 75 years in 11 states was conducted from 2017 to 2020. Main Outcomes and Measures Adherence to cancer screening based on the US Preventative Services Task Force guidelines. For breast cancer screening, women who had mammograms in the past 2 years were considered adherent. For colorectal cancer screening, women who had (1) a stool test in the past year, (2) a colonoscopy in the past 10 years, or (3) a sigmoidoscopy in the past 5 years were considered adherent. Rural status was coded using Rural Urban Continuum Codes, and other variables were assessed to identify factors associated with screening. Results The overall sample of 2897 women included 1090 (38.4%) rural residents; 2393 (83.5%) non-Hispanic White women; 263 (9.2%) non-Hispanic Black women; 68 (2.4%) Hispanic women; 1629 women (56.2%) aged 50 to 64 years; and 712 women (24.8%) with a high school education or less. Women residing in urban areas were significantly more likely to be adherent to colorectal cancer screening compared with women residing in rural areas (1429 [82%] vs 848 [78%]; P = .01), whereas the groups were equally likely to be adherent to breast cancer screening (1347 [81%] vs 830 [81%]; P = .78). Multivariable mixed-effects logistic regression analyses confirmed that rural residence was associated with lower odds of being adherent to colorectal cancer screening (odds ratio [OR], 0.81; 95% CI, 0.66-0.99, P = .047). Non-Hispanic Black race was associated with adherence to breast cancer screening guidelines (OR, 2.85; 95% CI, 1.78-4.56; P < .001) but not colorectal cancer screening guidelines. Conclusions and Relevance In this cross-sectional study, women residing in rural areas were less likely to be adherent to colorectal cancer screening guidelines but were similarly adherent to breast cancer screening. This suggests that colorectal cancer screening, a more recent intervention, may not be as available in rural areas as breast cancer screening, ie, colorectal screening has lower amenability.
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Affiliation(s)
- Sanjay Shete
- Division of Cancer Prevention, Department of Biostatistics, The University of Texas MD Anderson Cancer Center, Houston
| | | | - Jackilen Shannon
- Oregon Health & Sciences University, Portland State University School of Public Health, Portland
| | - Babalola Faseru
- Department of Population Health, University of Kansas Medical Center, Kansas City
| | | | | | - Brittany Bernardo
- Division of Population Sciences, The Ohio State University Comprehensive Cancer Center, Columbus
| | | | - Sunny Jung Kim
- Department of Health Behavior and Policy, Virginia Commonwealth University School of Medicine, Richmond
| | - Bin Huang
- Department of Cancer Biostatistics, University of Kentucky, Lexington
| | | | - Bernard Fuemmler
- Department of Health Behavior and Policy, Virginia Commonwealth University School of Medicine, Richmond
| | | | - Jason A. Mendoza
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
- Department of Pediatrics, University of Washington, Seattle
| | - Jinxiang Hu
- Department of Biostatistics and Data Science, University of Kansas Medical Center, Kansas City
| | - DeAnn Lazovich
- University of Minnesota School of Public Health, Minneapolis
| | - Linda Robertson
- UPMC Hillman Cancer Center, Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
| | | | - Electra D. Paskett
- Division of Cancer Prevention and Control, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, College of Medicine, Columbus
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