Harmonized Import of Clinical Research Data for the Open Source Image Analysis Platform Kaapana

被引:0
|
作者
Kulla, Lucas [1 ]
Schader, Philipp [1 ,2 ]
Maier-Hein, Klaus [1 ,3 ]
Nolden, Marco [1 ,3 ]
机构
[1] German Canc Res Ctr DKFZ Heidelberg, Div Med Comp, Div Med Image Comp, Heidelberg, Germany
[2] Heidelberg Univ, Fac Math & Comp Sci, Heidelberg, Germany
[3] Heidelberg Univ Hosp, Dept Radiat Oncol, Pattern Anal & Learning Grp, Heidelberg, Germany
关键词
D O I
10.1007/978-3-658-44037-4_31
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
While the DICOM standard facilitates a consistent approach to image data, integrating clinical and patient data from unstructured formats into medical image analysis platforms remains a complex challenge. To address this problem, we propose a web-based tool for interactive harmonization of semi-structured data tables and facilitating their integration into image analysis platforms such as Kaapana. Harmonization is performed with respect to a given schema. The approach supports researchers throughout the data lifecycle by enabling the interactive creation of migration scripts to extend the life of data in changing environments. The proposed tool helps researchers enhance data utilization in the medical field by making unharmonized data available. Despite its potential, the proposed solution has limitations when handling large data sets and faces potential security issues due to the use of JavasScript. Nevertheless, it offers considerable benefits by assisting in data harmonization, enabling the use of data from various sources, and therefore reducing costs by eliminating the need for redundant data collection.
引用
收藏
页码:102 / 107
页数:6
相关论文
共 50 条
  • [21] SmartR: an open-source platform for interactive visual analytics for translational research data
    Herzinger, Sascha
    Gu, Wei
    Satagopam, Venkata
    Eifes, Serge
    Rege, Kavita
    Barbosa-Silva, Adriano
    Schneider, Reinhard
    BIOINFORMATICS, 2017, 33 (14) : 2229 - 2231
  • [22] Image Harvest: an open-source platform for high-throughput plant image processing and analysis
    Knecht, Avi C.
    Campbell, Malachy T.
    Caprez, Adam
    Swanson, David R.
    Walia, Harkamal
    JOURNAL OF EXPERIMENTAL BOTANY, 2016, 67 (11) : 3587 - 3599
  • [23] LabKey Server: An open source platform for scientific data integration, analysis and collaboration
    Nelson, Elizabeth K.
    Piehler, Britt
    Eckels, Josh
    Rauch, Adam
    Bellew, Matthew
    Hussey, Peter
    Ramsay, Sarah
    Nathe, Cory
    Lum, Karl
    Krouse, Kevin
    Stearns, David
    Connolly, Brian
    Skillman, Tom
    Igra, Mark
    BMC BIOINFORMATICS, 2011, 12
  • [24] Interactive and reproducible data analysis with the open-source KNIME Analytics Platform
    Landrum, Gregory
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2018, 255
  • [25] Data Analysis Platform using Open Source based Deep Learning Engine
    Kim, Ahyoung
    Lee, Junwoo
    2018 INTERNATIONAL CONFERENCE ON PLATFORM TECHNOLOGY AND SERVICE (PLATCON18), 2018, : 6 - 10
  • [26] LabKey Server: An open source platform for scientific data integration, analysis and collaboration
    Elizabeth K Nelson
    Britt Piehler
    Josh Eckels
    Adam Rauch
    Matthew Bellew
    Peter Hussey
    Sarah Ramsay
    Cory Nathe
    Karl Lum
    Kevin Krouse
    David Stearns
    Brian Connolly
    Tom Skillman
    Mark Igra
    BMC Bioinformatics, 12
  • [27] Tri-AL: An open source platform for visualization and analysis of clinical trials
    Nahed, Pouyan
    Kambar, Mina Esmail Zadeh Nojoo
    Taghva, Kazem
    Golab, Lukasz
    INFORMATION SYSTEMS, 2025, 127
  • [28] Field Phenomics: A web based image analysis platform using open source tools
    Ruiz-Guzman, Henry A.
    Gonzalez-Navarro, Felix F.
    Selvaraj-Gomez, Michael
    Valencia, Milton
    Delgado, Alfredo
    2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND COMPUTATIONAL INTELLIGENCE (CSCI), 2015, : 851 - 852
  • [29] OpenPMU: Open Source Platform for Synchrophasor Applications and Research
    Laverty, David M.
    Morrow, D. John
    McKinley, Alastair
    Cregan, Michael
    2011 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2011,
  • [30] Mes-CoBraD: an open-source research platform for integrated epilepsy-EEG data collection and analysis
    Stavropoulos, I.
    Kontoulis, M.
    Ilias, L.
    Doukas, G.
    Nianiou, E.
    Pina, M.
    Dolzan, M.
    Benninger, F.
    Gimenez Badia, S.
    Glik, A.
    Goldberg, I.
    Karageorgiou, E.
    Ntanos, C.
    Keret, O.
    Valentin, A.
    EPILEPSIA, 2023, 64 : 59 - 59