Principal Investigator

Guilherme Del
Fiol
Awardee Organization

University Of Utah
United States

Fiscal Year
2021
Activity Code
U24
Project End Date

Scalable Clinical Decision Support for Individualized Cancer Risk Management

We propose to enable a scalable clinical decision support (CDS) platform that helps clinicians and patients select cancer screening strategies that are best suited to each individual. This kind of CDS is important because increased evidence supports personalizing cancer screening decisions according to each individual's unique cancer risks. While a highly desired goal, individualizing screening at a population scale requires the implementation of patient-specific risk assessments for several types of cancer. This is quite challenging in today's overwhelmed primary care environment. Our proposed CDS platform addresses this challenge by (i) automating the risk stratification process at the population level based on EHR data and patient reported data; (ii) prioritizing patients for case review by genetic counselors; and (iii) automatically communicating risk and screening recommendations with primary care providers and their patients. We will integrate the CDS platform with the Epic EHR and test it at the University of Utah Health Care community clinics and the Huntsman Cancer Institute. We will assess the generalizability of the CDS platform with a different EHR (Cerner) at a different institution (Intermountain Healthcare). To maximize the dissemination potential for the proposed cancer risk screening platform, we will extend two well-established open source CDS platforms: OpenCDS and OpenInfobutton. These platforms are reference implementations of international EHR standards that are required for EHR certification in the US. We will also obtain software certification from the Open Source EHR Alliance, share the CDS platform and our experiences with other awardees in the ITCR Program, present the CDS platform at national and international cancer and informatics conferences; and engage with relevant stakeholders through a technical expert panel. Any healthcare organization with a certified EHR will be able to use the proposed CDS platform. Therefore, if successful, this proposal can have a significant impact on disseminating individualized cancer screening practices according to the best available evidence.

Publications

  • Bradshaw RL, Kawamoto K, Kaphingst KA, Kohlmann WK, Hess R, Flynn MC, Nanjo CJ, Warner PB, Shi J, Morgan K, Kimball K, Ranade-Kharkar P, Ginsburg O, Goodman M, Chambers R, Mann D, Narus SP, Gonzalez J, Loomis S, Chan P, Monahan R, Borsato EP, Shields DE, Martin DK, Kessler CM, Del Fiol G. GARDE: a standards-based clinical decision support platform for identifying population health management cohorts. Journal of the American Medical Informatics Association : JAMIA. 2022 Apr 13;29(5):928-936. PMID: 35224632
  • Taber P, Ghani P, Schiffman JD, Kohlmann W, Hess R, Chidambaram V, Kawamoto K, Waller RG, Borbolla D, Del Fiol G, Weir C. Physicians' strategies for using family history data: having the data is not the same as using the data. JAMIA open. 2020 Oct 8;3(3):378-385. doi: 10.1093/jamiaopen/ooaa035. eCollection 2020 Oct. PMID: 34632321
  • Del Fiol G, Michelson M, Iorio A, Cotoi C, Haynes RB. A Deep Learning Method to Automatically Identify Reports of Scientifically Rigorous Clinical Research from the Biomedical Literature: Comparative Analytic Study. Journal of medical Internet research. 2018 Jun 25;20(6):e10281. PMID: 29941415
  • Karhade AV, Schwab JH, Del Fiol G, Kawamoto K. SMART on FHIR in spine: integrating clinical prediction models into electronic health records for precision medicine at the point of care. The spine journal : official journal of the North American Spine Society. 2021 Oct;21(10):1649-1651. Epub 2020 Jun 26. PMID: 32599144
  • Bian J, Weir C, Unni P, Borbolla D, Reese T, Wan YJ, Del Fiol G. Interactive Visual Displays for Interpreting the Results of Clinical Trials: Formative Evaluation With Case Vignettes. Journal of medical Internet research. 2018 Jun 25;20(6):e10507. PMID: 29941416
  • Liebermann E, Taber P, Vega AS, Daly BM, Goodman MS, Bradshaw R, Chan PA, Chavez-Yenter D, Hess R, Kessler C, Kohlmann W, Low S, Monahan R, Kawamoto K, Del Fiol G, Buys SS, Sigireddi M, Ginsburg O, Kaphingst KA. Barriers to family history collection among Spanish-speaking primary care patients: a BRIDGE qualitative study. PEC innovation. 2022 Dec;1. Epub 2022 Sep 27. PMID: 36532299
  • Kaphingst KA, Kohlmann W, Chambers RL, Goodman MS, Bradshaw R, Chan PA, Chavez-Yenter D, Colonna SV, Espinel WF, Everett JN, Gammon A, Goldberg ER, Gonzalez J, Hagerty KJ, Hess R, Kehoe K, Kessler C, Kimball KE, Loomis S, Martinez TR, Monahan R, Schiffman JD, Temares D, Tobik K, Wetter DW, Mann DM, Kawamoto K, Del Fiol G, Buys SS, Ginsburg O, BRIDGE research team. Comparing models of delivery for cancer genetics services among patients receiving primary care who meet criteria for genetic evaluation in two healthcare systems: BRIDGE randomized controlled trial. BMC health services research. 2021 Jun 2;21(1):542. PMID: 34078380
  • Chavez-Yenter D, Goodman MS, Chen Y, Chu X, Bradshaw RL, Lorenz Chambers R, Chan PA, Daly BM, Flynn M, Gammon A, Hess R, Kessler C, Kohlmann WK, Mann DM, Monahan R, Peel S, Kawamoto K, Del Fiol G, Sigireddi M, Buys SS, Ginsburg O, Kaphingst KA. Association of Disparities in Family History and Family Cancer History in the Electronic Health Record With Sex, Race, Hispanic or Latino Ethnicity, and Language Preference in 2 Large US Health Care Systems. JAMA network open. 2022 Oct 3;5(10):e2234574. PMID: 36194411
  • Bian J, Abdelrahman S, Shi J, Del Fiol G. Automatic identification of recent high impact clinical articles in PubMed to support clinical decision making using time-agnostic features. Journal of biomedical informatics. 2019 Jan;89:1-10. Epub 2018 Nov 22. PMID: 30468912
  • González-Castro L, Cal-González VM, Del Fiol G, López-Nores M. CASIDE: A data model for interoperable cancer survivorship information based on FHIR. Journal of biomedical informatics. 2021 Dec;124:103953. Epub 2021 Nov 13. PMID: 34781009
  • Del Fiol G, Kohlmann W, Bradshaw RL, Weir CR, Flynn M, Hess R, Schiffman JD, Nanjo C, Kawamoto K. Standards-Based Clinical Decision Support Platform to Manage Patients Who Meet Guideline-Based Criteria for Genetic Evaluation of Familial Cancer. JCO clinical cancer informatics. 2020 Jan;4:1-9. PMID: 31951474
  • Shi J, Morgan KL, Bradshaw RL, Jung SH, Kohlmann W, Kaphingst KA, Kawamoto K, Fiol GD. Identifying Patients Who Meet Criteria for Genetic Testing of Hereditary Cancers Based on Structured and Unstructured Family Health History Data in the Electronic Health Record: Natural Language Processing Approach. JMIR medical informatics. 2022 Aug 11;10(8):e37842. PMID: 35969459
  • Strasberg HR, Rhodes B, Del Fiol G, Jenders RA, Haug PJ, Kawamoto K. Contemporary clinical decision support standards using Health Level Seven International Fast Healthcare Interoperability Resources. Journal of the American Medical Informatics Association : JAMIA. 2021 Jul 30;28(8):1796-1806. PMID: 34100949
  • Chavez-Yenter D, Kimball KE, Kohlmann W, Lorenz Chambers R, Bradshaw RL, Espinel WF, Flynn M, Gammon A, Goldberg E, Hagerty KJ, Hess R, Kessler C, Monahan R, Temares D, Tobik K, Mann DM, Kawamoto K, Del Fiol G, Buys SS, Ginsburg O, Kaphingst KA. Patient Interactions With an Automated Conversational Agent Delivering Pretest Genetics Education: Descriptive Study. Journal of medical Internet research. 2021 Nov 18;23(11):e29447. PMID: 34792472
  • Mowery DL, Kawamoto K, Bradshaw R, Kohlmann W, Schiffman JD, Weir C, Borbolla D, Chapman WW, Del Fiol G. Determining Onset for Familial Breast and Colorectal Cancer from Family History Comments in the Electronic Health Record. AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science. 2019 May 6;2019:173-181. eCollection 2019. PMID: 31258969
  • Bradshaw RL, Kawamoto K, Bather JR, Goodman MS, Kohlmann WK, Chavez-Yenter D, Volkmar M, Monahan R, Kaphingst KA, Del Fiol G. Enhanced family history-based algorithms increase the identification of individuals meeting criteria for genetic testing of hereditary cancer syndromes but would not reduce disparities on their own. Journal of biomedical informatics. 2024 Jan;149:104568. Epub 2023 Dec 9. PMID: 38081564