Literature DB >> 30226286

Treatment data and technical process challenges for practical big data efforts in radiation oncology.

C S Mayo1, M Phillips2, T R McNutt3, J Palta4, A Dekker5, R C Miller6, Y Xiao7, J M Moran1, M M Matuszak1, P Gabriel7, A S Ayan8, J Prisciandaro1, M Thor9, N Dixit10, R Popple11, J Killoran12, E Kaleba1, M Kantor13, D Ruan14, R Kapoor3, M L Kessler1, T S Lawrence1.   

Abstract

The term Big Data has come to encompass a number of concepts and uses within medicine. This paper lays out the relevance and application of large collections of data in the radiation oncology community. We describe the potential importance and uses in clinical practice. The important concepts are then described and how they have been or could be implemented are discussed. Impediments to progress in the collection and use of sufficient quantities of data are also described. Finally, recommendations for how the community can move forward to achieve the potential of big data in radiation oncology are provided.
© 2018 American Association of Physicists in Medicine.

Entities:  

Keywords:  big data; informatics; machine learning; ontology; standardization

Mesh：

Year:  2018        PMID： 30226286      PMCID： PMC8082598          DOI： 10.1002/mp.13114

Source DB:  PubMed          Journal:  Med Phys        ISSN： 0094-2405            Impact factor:   4.071


  27 in total

1.  CSER and eMERGE: current and potential state of the display of genetic information in the electronic health record.

Authors:  Brian H Shirts; Joseph S Salama; Samuel J Aronson; Wendy K Chung; Stacy W Gray; Lucia A Hindorff; Gail P Jarvik; Sharon E Plon; Elena M Stoffel; Peter Z Tarczy-Hornoch; Eliezer M Van Allen; Karen E Weck; Christopher G Chute; Robert R Freimuth; Robert W Grundmeier; Andrea L Hartzler; Rongling Li; Peggy L Peissig; Josh F Peterson; Luke V Rasmussen; Justin B Starren; Marc S Williams; Casey L Overby
Journal:  J Am Med Inform Assoc       Date:  2015-07-03       Impact factor: 4.497

2.  Standardizing dose prescriptions: An ASTRO white paper.

Authors:  Suzanne B Evans; Benedick A Fraass; Paula Berner; Kevin S Collins; Teamour Nurushev; Michael J O'Neill; Jing Zeng; Lawrence B Marks
Journal:  Pract Radiat Oncol       Date:  2016-08-24

Review 3.  Models of cancer survivorship health care: moving forward.

Authors:  Kevin C Oeffinger; Keith E Argenbright; Gill A Levitt; Mary S McCabe; Paula R Anderson; Emily Berry; Jane Maher; Janette Merrill; Dana S Wollins
Journal:  Am Soc Clin Oncol Educ Book       Date:  2014

Review 4.  Future cancer research priorities in the USA: a Lancet Oncology Commission.

Authors:  Elizabeth M Jaffee; Chi Van Dang; David B Agus; Brian M Alexander; Kenneth C Anderson; Alan Ashworth; Anna D Barker; Roshan Bastani; Sangeeta Bhatia; Jeffrey A Bluestone; Otis Brawley; Atul J Butte; Daniel G Coit; Nancy E Davidson; Mark Davis; Ronald A DePinho; Robert B Diasio; Giulio Draetta; A Lindsay Frazier; Andrew Futreal; Sam S Gambhir; Patricia A Ganz; Levi Garraway; Stanton Gerson; Sumit Gupta; James Heath; Ruth I Hoffman; Cliff Hudis; Chanita Hughes-Halbert; Ramy Ibrahim; Hossein Jadvar; Brian Kavanagh; Rick Kittles; Quynh-Thu Le; Scott M Lippman; David Mankoff; Elaine R Mardis; Deborah K Mayer; Kelly McMasters; Neal J Meropol; Beverly Mitchell; Peter Naredi; Dean Ornish; Timothy M Pawlik; Jeffrey Peppercorn; Martin G Pomper; Derek Raghavan; Christine Ritchie; Sally W Schwarz; Richard Sullivan; Richard Wahl; Jedd D Wolchok; Sandra L Wong; Alfred Yung
Journal:  Lancet Oncol       Date:  2017-10-31       Impact factor: 41.316

Review 5.  Radiogenomics and radiotherapy response modeling.

Authors:  Issam El Naqa; Sarah L Kerns; James Coates; Yi Luo; Corey Speers; Catharine M L West; Barry S Rosenstein; Randall K Ten Haken
Journal:  Phys Med Biol       Date:  2017-08-01       Impact factor: 3.609

6.  Symptom Monitoring With Patient-Reported Outcomes During Routine Cancer Treatment: A Randomized Controlled Trial.

Authors:  Ethan Basch; Allison M Deal; Mark G Kris; Howard I Scher; Clifford A Hudis; Paul Sabbatini; Lauren Rogak; Antonia V Bennett; Amylou C Dueck; Thomas M Atkinson; Joanne F Chou; Dorothy Dulko; Laura Sit; Allison Barz; Paul Novotny; Michael Fruscione; Jeff A Sloan; Deborah Schrag
Journal:  J Clin Oncol       Date:  2015-12-07       Impact factor: 44.544

7.  International data-sharing for radiotherapy research: an open-source based infrastructure for multicentric clinical data mining.

Authors:  Erik Roelofs; André Dekker; Vincenzo Valentini; Philippe Lambin; Elisa Meldolesi; Ruud G P M van Stiphout
Journal:  Radiother Oncol       Date:  2013-12-03       Impact factor: 6.280

Review 8.  Creating a data exchange strategy for radiotherapy research: towards federated databases and anonymised public datasets.

Authors:  Tomas Skripcak; Claus Belka; Walter Bosch; Carsten Brink; Thomas Brunner; Volker Budach; Daniel Büttner; Jürgen Debus; Andre Dekker; Cai Grau; Sarah Gulliford; Coen Hurkmans; Uwe Just; Mechthild Krause; Philippe Lambin; Johannes A Langendijk; Rolf Lewensohn; Armin Lühr; Philippe Maingon; Michele Masucci; Maximilian Niyazi; Philip Poortmans; Monique Simon; Heinz Schmidberger; Emiliano Spezi; Martin Stuschke; Vincenzo Valentini; Marcel Verheij; Gillian Whitfield; Björn Zackrisson; Daniel Zips; Michael Baumann
Journal:  Radiother Oncol       Date:  2014-10-28       Impact factor: 6.280

9.  The FAIR Guiding Principles for scientific data management and stewardship.

Authors:  Mark D Wilkinson; Michel Dumontier; I Jsbrand Jan Aalbersberg; Gabrielle Appleton; Myles Axton; Arie Baak; Niklas Blomberg; Jan-Willem Boiten; Luiz Bonino da Silva Santos; Philip E Bourne; Jildau Bouwman; Anthony J Brookes; Tim Clark; Mercè Crosas; Ingrid Dillo; Olivier Dumon; Scott Edmunds; Chris T Evelo; Richard Finkers; Alejandra Gonzalez-Beltran; Alasdair J G Gray; Paul Groth; Carole Goble; Jeffrey S Grethe; Jaap Heringa; Peter A C 't Hoen; Rob Hooft; Tobias Kuhn; Ruben Kok; Joost Kok; Scott J Lusher; Maryann E Martone; Albert Mons; Abel L Packer; Bengt Persson; Philippe Rocca-Serra; Marco Roos; Rene van Schaik; Susanna-Assunta Sansone; Erik Schultes; Thierry Sengstag; Ted Slater; George Strawn; Morris A Swertz; Mark Thompson; Johan van der Lei; Erik van Mulligen; Jan Velterop; Andra Waagmeester; Peter Wittenburg; Katherine Wolstencroft; Jun Zhao; Barend Mons
Journal:  Sci Data       Date:  2016-03-15       Impact factor: 6.444

Review 10.  American Association of Physicists in Medicine Task Group 263: Standardizing Nomenclatures in Radiation Oncology.

Authors:  Charles S Mayo; Jean M Moran; Walter Bosch; Ying Xiao; Todd McNutt; Richard Popple; Jeff Michalski; Mary Feng; Lawrence B Marks; Clifton D Fuller; Ellen Yorke; Jatinder Palta; Peter E Gabriel; Andrea Molineu; Martha M Matuszak; Elizabeth Covington; Kathryn Masi; Susan L Richardson; Timothy Ritter; Tomasz Morgas; Stella Flampouri; Lakshmi Santanam; Joseph A Moore; Thomas G Purdie; Robert C Miller; Coen Hurkmans; Judy Adams; Qing-Rong Jackie Wu; Colleen J Fox; Ramon Alfredo Siochi; Norman L Brown; Wilko Verbakel; Yves Archambault; Steven J Chmura; Andre L Dekker; Don G Eagle; Thomas J Fitzgerald; Theodore Hong; Rishabh Kapoor; Beth Lansing; Shruti Jolly; Mary E Napolitano; James Percy; Mark S Rose; Salim Siddiqui; Christof Schadt; William E Simon; William L Straube; Sara T St James; Kenneth Ulin; Sue S Yom; Torunn I Yock
Journal:  Int J Radiat Oncol Biol Phys       Date:  2017-12-15       Impact factor: 7.038
View more
  5 in total

1.  Brain Damage and Patterns of Neurovascular Disorder after Ionizing Irradiation. Complications in Radiotherapy and Radiation Combined Injury.

Authors:  Nikolai V Gorbunov; Juliann G Kiang
Journal:  Radiat Res       Date:  2021-07-01       Impact factor: 2.841

Review 2.  Head and Neck Cancer Adaptive Radiation Therapy (ART): Conceptual Considerations for the Informed Clinician.

Authors:  Jolien Heukelom; Clifton David Fuller
Journal:  Semin Radiat Oncol       Date:  2019-07       Impact factor: 5.934

3.  Combination of a Big Data Analytics Resource System With an Artificial Intelligence Algorithm to Identify Clinically Actionable Radiation Dose Thresholds for Dysphagia in Head and Neck Patients.

Authors:  Charles S Mayo; Michelle Mierzwa; Jean M Moran; Martha M Matuszak; Joel Wilkie; Grace Sun; John Yao; Grant Weyburn; Carlos J Anderson; Dawn Owen; Arvind Rao
Journal:  Adv Radiat Oncol       Date:  2020-01-12

Review 4.  Genomics models in radiotherapy: From mechanistic to machine learning.

Authors:  John Kang; James T Coates; Robert L Strawderman; Barry S Rosenstein; Sarah L Kerns
Journal:  Med Phys       Date:  2020-06       Impact factor: 4.071

Review 5.  "Après Mois, Le Déluge": Preparing for the Coming Data Flood in the MRI-Guided Radiotherapy Era.

Authors:  Kendall J Kiser; Benjamin D Smith; Jihong Wang; Clifton D Fuller
Journal:  Front Oncol       Date:  2019-09-30       Impact factor: 6.244
  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.