Literature DB >> 32923847

Next-Generation Sequencing and the Clinical Oncology Workflow: Data Challenges, Proposed Solutions, and a Call to Action.

Jake R Conway1,2, Jeremy L Warner3, Wendy S Rubinstein4, Robert S Miller4.   

Abstract

PURPOSE: Next-generation sequencing (NGS) of tumor and germline DNA is foundational for precision oncology, with rapidly expanding diagnostic, prognostic, and therapeutic implications. Although few question the importance of NGS in modern oncology care, the process of gathering primary molecular data, integrating it into electronic health records, and optimally using it as part of a clinical workflow remains far from seamless. Numerous challenges persist around data standards and interoperability, and clinicians frequently face difficulties in managing the growing amount of genomic knowledge required to care for patients and keep up to date.
METHODS: This review provides a descriptive analysis of genomic data workflows for NGS data in clinical oncology and issues that arise from the inconsistent use of standards for sharing data across systems. Potential solutions are described.
RESULTS: NGS technology, especially for somatic genomics, is well established and widely used in routine patient care, quality measurement, and research. Available genomic knowledge bases play an evolving role in patient management but lack harmonization with one another. Questions about their provenance and timeliness of updating remain. Potentially useful standards for sharing genomic data, such as HL7 FHIR and mCODE, remain primarily in the research and/or development stage. Nonetheless, their impact will likely be seen as uptake increases across care settings and laboratories. The specific use case of ASCO CancerLinQ, as a clinicogenomic database, is discussed.
CONCLUSION: Because the electronic health records of today seem ill suited for managing genomic data, other solutions are required, including universal data standards and applications that use application programming interfaces, along with a commitment on the part of sequencing laboratories to consistently provide structured genomic data for clinical use.
© 2019 by American Society of Clinical Oncology.

Entities:  

Year:  2019        PMID: 32923847      PMCID: PMC7446333          DOI: 10.1200/PO.19.00232

Source DB:  PubMed          Journal:  JCO Precis Oncol        ISSN: 2473-4284


  32 in total

1.  Integrating next-generation sequencing into pediatric oncology practice: An assessment of physician confidence and understanding of clinical genomics.

Authors:  Liza-Marie Johnson; Jessica M Valdez; Emily A Quinn; April D Sykes; Rose B McGee; Regina Nuccio; Stacy J Hines-Dowell; Justin N Baker; Chimene Kesserwan; Kim E Nichols; Belinda N Mandrell
Journal:  Cancer       Date:  2017-02-13       Impact factor: 6.860

2.  CancerLinQ: Cutting the Gordian Knot of Interoperability.

Authors:  Wendy S Rubinstein
Journal:  J Oncol Pract       Date:  2018-12-19       Impact factor: 3.840

Review 3.  Representing Knowledge Consistently Across Health Systems.

Authors:  S T Rosenbloom; R J Carroll; J L Warner; M E Matheny; J C Denny
Journal:  Yearb Med Inform       Date:  2017-09-11

Review 4.  Standards and Guidelines for the Interpretation and Reporting of Sequence Variants in Cancer: A Joint Consensus Recommendation of the Association for Molecular Pathology, American Society of Clinical Oncology, and College of American Pathologists.

Authors:  Marilyn M Li; Michael Datto; Eric J Duncavage; Shashikant Kulkarni; Neal I Lindeman; Somak Roy; Apostolia M Tsimberidou; Cindy L Vnencak-Jones; Daynna J Wolff; Anas Younes; Marina N Nikiforova
Journal:  J Mol Diagn       Date:  2017-01       Impact factor: 5.568

Review 5.  Determinants of immunological evasion and immunocheckpoint inhibition response in non-small cell lung cancer: the genetic front.

Authors:  Maria Saigi; Juan J Alburquerque-Bejar; Montse Sanchez-Cespedes
Journal:  Oncogene       Date:  2019-06-28       Impact factor: 9.867

Review 6.  Learning HL7 FHIR Using the HAPI FHIR Server and Its Use in Medical Imaging with the SIIM Dataset.

Authors:  Mohannad A Hussain; Steve G Langer; Marc Kohli
Journal:  J Digit Imaging       Date:  2018-06       Impact factor: 4.056

7.  SMART precision cancer medicine: a FHIR-based app to provide genomic information at the point of care.

Authors:  Jeremy L Warner; Matthew J Rioth; Kenneth D Mandl; Joshua C Mandel; David A Kreda; Isaac S Kohane; Daniel Carbone; Ross Oreto; Lucy Wang; Shilin Zhu; Heming Yao; Gil Alterovitz
Journal:  J Am Med Inform Assoc       Date:  2016-03-27       Impact factor: 7.942

8.  Absolute quantification of somatic DNA alterations in human cancer.

Authors:  Scott L Carter; Kristian Cibulskis; Elena Helman; Aaron McKenna; Hui Shen; Travis Zack; Peter W Laird; Robert C Onofrio; Wendy Winckler; Barbara A Weir; Rameen Beroukhim; David Pellman; Douglas A Levine; Eric S Lander; Matthew Meyerson; Gad Getz
Journal:  Nat Biotechnol       Date:  2012-05       Impact factor: 54.908

Review 9.  Integrating cancer genomic data into electronic health records.

Authors:  Jeremy L Warner; Sandeep K Jain; Mia A Levy
Journal:  Genome Med       Date:  2016-10-26       Impact factor: 11.117

10.  CIViC is a community knowledgebase for expert crowdsourcing the clinical interpretation of variants in cancer.

Authors:  Malachi Griffith; Nicholas C Spies; Kilannin Krysiak; Joshua F McMichael; Adam C Coffman; Arpad M Danos; Benjamin J Ainscough; Cody A Ramirez; Damian T Rieke; Lynzey Kujan; Erica K Barnell; Alex H Wagner; Zachary L Skidmore; Amber Wollam; Connor J Liu; Martin R Jones; Rachel L Bilski; Robert Lesurf; Yan-Yang Feng; Nakul M Shah; Melika Bonakdar; Lee Trani; Matthew Matlock; Avinash Ramu; Katie M Campbell; Gregory C Spies; Aaron P Graubert; Karthik Gangavarapu; James M Eldred; David E Larson; Jason R Walker; Benjamin M Good; Chunlei Wu; Andrew I Su; Rodrigo Dienstmann; Adam A Margolin; David Tamborero; Nuria Lopez-Bigas; Steven J M Jones; Ron Bose; David H Spencer; Lukas D Wartman; Richard K Wilson; Elaine R Mardis; Obi L Griffith
Journal:  Nat Genet       Date:  2017-01-31       Impact factor: 38.330

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  9 in total

1.  Improving Cancer Data Interoperability: The Promise of the Minimal Common Oncology Data Elements (mCODE) Initiative.

Authors:  Travis J Osterman; May Terry; Robert S Miller
Journal:  JCO Clin Cancer Inform       Date:  2020-10

Review 2.  Recommendations for achieving interoperable and shareable medical data in the USA.

Authors:  Ana Szarfman; Jonathan G Levine; Joseph M Tonning; Frank Weichold; John C Bloom; Janice M Soreth; Mark Geanacopoulos; Lawrence Callahan; Matthew Spotnitz; Qin Ryan; Meg Pease-Fye; John S Brownstein; W Ed Hammond; Christian Reich; Russ B Altman
Journal:  Commun Med (Lond)       Date:  2022-07-18

3.  Promoting Best Practice in Cancer Care in Sub Saharan Africa.

Authors:  Karishma Sharma; Shahin Sayed; Mansoor Saleh
Journal:  Front Med (Lausanne)       Date:  2022-07-06

4.  Genome-wide identification and analysis of prognostic features in human cancers.

Authors:  Joan C Smith; Jason M Sheltzer
Journal:  Cell Rep       Date:  2022-03-29       Impact factor: 9.995

5.  Development of CancerLinQ, a Health Information Learning Platform From Multiple Electronic Health Record Systems to Support Improved Quality of Care.

Authors:  Danielle Potter; Raven Brothers; Andrej Kolacevski; Jacob E Koskimaki; Amy McNutt; Robert S Miller; Jatin Nagda; Anil Nair; Wendy S Rubinstein; Andrew K Stewart; Iris J Trieb; George A Komatsoulis
Journal:  JCO Clin Cancer Inform       Date:  2020-10

6.  Chemotherapy Knowledge Base Management in the Era of Precision Oncology.

Authors:  Samuel M Rubinstein; Tarsheen Sethi; Neeta K Venepalli; Bishal Gyawali; Candice Schwartz; Donna R Rivera; Peter C Yang; Jeremy L Warner
Journal:  JCO Clin Cancer Inform       Date:  2021-01

Review 7.  A Need for More Molecular Profiling in Brain Metastases.

Authors:  Erica Shen; Amanda E D Van Swearingen; Meghan J Price; Ketan Bulsara; Roeland G W Verhaak; César Baëta; Brice D Painter; Zachary J Reitman; April K S Salama; Jeffrey M Clarke; Carey K Anders; Peter E Fecci; C Rory Goodwin; Kyle M Walsh
Journal:  Front Oncol       Date:  2022-01-25       Impact factor: 6.244

8.  A Targeted Next-Generation Sequencing Panel to Genotype Gliomas.

Authors:  Maria Guarnaccia; Laura Guarnaccia; Valentina La Cognata; Stefania Elena Navone; Rolando Campanella; Antonella Ampollini; Marco Locatelli; Monica Miozzo; Giovanni Marfia; Sebastiano Cavallaro
Journal:  Life (Basel)       Date:  2022-06-24

Review 9.  UGT1A1 Guided Cancer Therapy: Review of the Evidence and Considerations for Clinical Implementation.

Authors:  Ryan S Nelson; Nathan D Seligson; Sal Bottiglieri; Estrella Carballido; Alex Del Cueto; Iman Imanirad; Richard Levine; Alexander S Parker; Sandra M Swain; Emma M Tillman; J Kevin Hicks
Journal:  Cancers (Basel)       Date:  2021-03-29       Impact factor: 6.639

  9 in total

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