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Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study
Integrating the information coming from biological samples with digital data, such as medical images, has gained prominence with the advent of precision medicine. Research in this field faces an ever-increasing amount of data to manage and, as a consequence, the need to structure these data in a fun...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9485502/ https://www.ncbi.nlm.nih.gov/pubmed/35296941 http://dx.doi.org/10.1007/s10278-022-00615-w |
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author | Garau, Noemi Orro, Alessandro Summers, Paul De Maria, Lorenza Bertolotti, Raffaella Bassis, Danny Minotti, Marta De Fiori, Elvio Baroni, Guido Paganelli, Chiara Rampinelli, Cristiano |
author_facet | Garau, Noemi Orro, Alessandro Summers, Paul De Maria, Lorenza Bertolotti, Raffaella Bassis, Danny Minotti, Marta De Fiori, Elvio Baroni, Guido Paganelli, Chiara Rampinelli, Cristiano |
author_sort | Garau, Noemi |
collection | PubMed |
description | Integrating the information coming from biological samples with digital data, such as medical images, has gained prominence with the advent of precision medicine. Research in this field faces an ever-increasing amount of data to manage and, as a consequence, the need to structure these data in a functional and standardized fashion to promote and facilitate cooperation among institutions. Inspired by the Minimum Information About BIobank data Sharing (MIABIS), we propose an extended data model which aims to standardize data collections where both biological and digital samples are involved. In the proposed model, strong emphasis is given to the cause-effect relationships among factors as these are frequently encountered in clinical workflows. To test the data model in a realistic context, we consider the Continuous Observation of SMOking Subjects (COSMOS) dataset as case study, consisting of 10 consecutive years of lung cancer screening and follow-up on more than 5000 subjects. The structure of the COSMOS database, implemented to facilitate the process of data retrieval, is therefore presented along with a description of data that we hope to share in a public repository for lung cancer screening research. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10278-022-00615-w. |
format | Online Article Text |
id | pubmed-9485502 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-94855022022-09-21 Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study Garau, Noemi Orro, Alessandro Summers, Paul De Maria, Lorenza Bertolotti, Raffaella Bassis, Danny Minotti, Marta De Fiori, Elvio Baroni, Guido Paganelli, Chiara Rampinelli, Cristiano J Digit Imaging Article Integrating the information coming from biological samples with digital data, such as medical images, has gained prominence with the advent of precision medicine. Research in this field faces an ever-increasing amount of data to manage and, as a consequence, the need to structure these data in a functional and standardized fashion to promote and facilitate cooperation among institutions. Inspired by the Minimum Information About BIobank data Sharing (MIABIS), we propose an extended data model which aims to standardize data collections where both biological and digital samples are involved. In the proposed model, strong emphasis is given to the cause-effect relationships among factors as these are frequently encountered in clinical workflows. To test the data model in a realistic context, we consider the Continuous Observation of SMOking Subjects (COSMOS) dataset as case study, consisting of 10 consecutive years of lung cancer screening and follow-up on more than 5000 subjects. The structure of the COSMOS database, implemented to facilitate the process of data retrieval, is therefore presented along with a description of data that we hope to share in a public repository for lung cancer screening research. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10278-022-00615-w. Springer International Publishing 2022-03-16 2022-08 /pmc/articles/PMC9485502/ /pubmed/35296941 http://dx.doi.org/10.1007/s10278-022-00615-w Text en © The Author(s) 2022, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Garau, Noemi Orro, Alessandro Summers, Paul De Maria, Lorenza Bertolotti, Raffaella Bassis, Danny Minotti, Marta De Fiori, Elvio Baroni, Guido Paganelli, Chiara Rampinelli, Cristiano Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study |
title | Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study |
title_full | Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study |
title_fullStr | Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study |
title_full_unstemmed | Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study |
title_short | Integrating Biological and Radiological Data in a Structured Repository: a Data Model Applied to the COSMOS Case Study |
title_sort | integrating biological and radiological data in a structured repository: a data model applied to the cosmos case study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9485502/ https://www.ncbi.nlm.nih.gov/pubmed/35296941 http://dx.doi.org/10.1007/s10278-022-00615-w |
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