Treatment data and technical process challenges for practical big data efforts in radiation oncology. 2018

C S Mayo, and M Phillips, and T R McNutt, and J Palta, and A Dekker, and R C Miller, and Y Xiao, and J M Moran, and M M Matuszak, and P Gabriel, and A S Ayan, and J Prisciandaro, and M Thor, and N Dixit, and R Popple, and J Killoran, and E Kaleba, and M Kantor, and D Ruan, and R Kapoor, and M L Kessler, and T S Lawrence
University of Michigan, Ann Arbor, MI, USA.

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.

UI MeSH Term Description Entries
D008490 Medical Informatics The field of information science concerned with the analysis and dissemination of medical data through the application of computers to various aspects of health care and medicine. Clinical Informatics,Medical Computer Science,Medical Information Science,Computer Science, Medical,Health Informatics,Health Information Technology,Informatics, Clinical,Informatics, Medical,Information Science, Medical,Health Information Technologies,Informatics, Health,Information Technology, Health,Medical Computer Sciences,Medical Information Sciences,Science, Medical Computer,Technology, Health Information
D009042 Motivation Those factors which cause an organism to behave or act in either a goal-seeking or satisfying manner. They may be influenced by physiological drives or by external stimuli. Incentives,Disincentives,Expectations,Disincentive,Expectation,Incentive,Motivations
D009367 Neoplasm Staging Methods which attempt to express in replicable terms the extent of the neoplasm in the patient. Cancer Staging,Staging, Neoplasm,Tumor Staging,TNM Classification,TNM Staging,TNM Staging System,Classification, TNM,Classifications, TNM,Staging System, TNM,Staging Systems, TNM,Staging, Cancer,Staging, TNM,Staging, Tumor,System, TNM Staging,Systems, TNM Staging,TNM Classifications,TNM Staging Systems
D009369 Neoplasms New abnormal growth of tissue. Malignant neoplasms show a greater degree of anaplasia and have the properties of invasion and metastasis, compared to benign neoplasms. Benign Neoplasm,Cancer,Malignant Neoplasm,Tumor,Tumors,Benign Neoplasms,Malignancy,Malignant Neoplasms,Neoplasia,Neoplasm,Neoplasms, Benign,Cancers,Malignancies,Neoplasias,Neoplasm, Benign,Neoplasm, Malignant,Neoplasms, Malignant
D006801 Humans Members of the species Homo sapiens. Homo sapiens,Man (Taxonomy),Human,Man, Modern,Modern Man
D016208 Databases, Factual Extensive collections, reputedly complete, of facts and data garnered from material of a specialized subject area and made available for analysis and application. The collection can be automated by various contemporary methods for retrieval. The concept should be differentiated from DATABASES, BIBLIOGRAPHIC which is restricted to collections of bibliographic references. Databanks, Factual,Data Banks, Factual,Data Bases, Factual,Data Bank, Factual,Data Base, Factual,Databank, Factual,Database, Factual,Factual Data Bank,Factual Data Banks,Factual Data Base,Factual Data Bases,Factual Databank,Factual Databanks,Factual Database,Factual Databases
D016247 Information Storage and Retrieval Organized activities related to the storage, location, search, and retrieval of information. Information Retrieval,Data Files,Data Linkage,Data Retrieval,Data Storage,Data Storage and Retrieval,Information Extraction,Information Storage,Machine-Readable Data Files,Data File,Data File, Machine-Readable,Data Files, Machine-Readable,Extraction, Information,Files, Machine-Readable Data,Information Extractions,Machine Readable Data Files,Machine-Readable Data File,Retrieval, Data,Storage, Data
D057225 Data Mining Use of sophisticated analysis tools to sort through, organize, examine, and combine large sets of information. Text Mining,Mining, Data,Mining, Text
D018787 Radiation Oncology A subspecialty of medical oncology and radiology concerned with the radiotherapy of cancer. Oncology, Radiation,Radiology, Therapeutic,Therapeutic Radiology

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