Literature DB >> 31676459

Sex, obesity, diabetes, and exposure to particulate matter among patients with severe asthma: Scientific insights from a comparative analysis of open clinical data sources during a five-day hackathon.

Karamarie Fecho1, Stanley C Ahalt2, Saravanan Arunachalam3, James Champion4, Christopher G Chute5, Sarah Davis2, Kenneth Gersing6, Gustavo Glusman7, Jennifer Hadlock7, Jewel Lee7, Emily Pfaff4, Max Robinson7, Eric Sid6, Casey Ta8, Hao Xu2, Richard Zhu5, Qian Zhu6, David B Peden9.   

Abstract

This special communication describes activities, products, and lessons learned from a recent hackathon that was funded by the National Center for Advancing Translational Sciences via the Biomedical Data Translator program ('Translator'). Specifically, Translator team members self-organized and worked together to conceptualize and execute, over a five-day period, a multi-institutional clinical research study that aimed to examine, using open clinical data sources, relationships between sex, obesity, diabetes, and exposure to airborne fine particulate matter among patients with severe asthma. The goal was to develop a proof of concept that this new model of collaboration and data sharing could effectively produce meaningful scientific results and generate new scientific hypotheses. Three Translator Clinical Knowledge Sources, each of which provides open access (via Application Programming Interfaces) to data derived from the electronic health record systems of major academic institutions, served as the source of study data. Jupyter Python notebooks, shared in GitHub repositories, were used to call the knowledge sources and analyze and integrate the results. The results replicated established or suspected relationships between sex, obesity, diabetes, exposure to airborne fine particulate matter, and severe asthma. In addition, the results demonstrated specific differences across the three Translator Clinical Knowledge Sources, suggesting cohort- and/or environment-specific factors related to the services themselves or the catchment area from which each service derives patient data. Collectively, this special communication demonstrates the power and utility of intense, team-oriented hackathons and offers general technical, organizational, and scientific lessons learned.
Copyright © 2019 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Application programming interface; Clinical data; Hackathon; Multi-institutional collaboration; Open data; Team science

Mesh:

Substances:

Year:  2019        PMID: 31676459      PMCID: PMC6953386          DOI: 10.1016/j.jbi.2019.103325

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  19 in total

Review 1.  Asthma, the sex difference.

Authors:  Jessica A Kynyk; John G Mastronarde; Jennifer W McCallister
Journal:  Curr Opin Pulm Med       Date:  2011-01       Impact factor: 3.155

Review 2.  Diet and Metabolism in the Evolution of Asthma and Obesity.

Authors:  Anne E Dixon; Fernando Holguin
Journal:  Clin Chest Med       Date:  2018-12-19       Impact factor: 2.878

3.  Body mass index is a stronger predictor than the metabolic syndrome for future asthma in women. The longitudinal CARDIA study.

Authors:  Nour Assad; Clifford Qualls; Lewis J Smith; Alex Arynchyn; Bharat Thyagarajan; Mark Schuyler; David R Jacobs; Akshay Sood
Journal:  Am J Respir Crit Care Med       Date:  2013-08-01       Impact factor: 21.405

4.  Association of PM2.5 with diabetes, asthma, and high blood pressure incidence in Canada: A spatiotemporal analysis of the impacts of the energy generation and fuel sales.

Authors:  Weeberb J Requia; Matthew D Adams; Petros Koutrakis
Journal:  Sci Total Environ       Date:  2017-02-04       Impact factor: 7.963

5.  Ten simple rules for organizing an unconference.

Authors:  Aidan Budd; Holger Dinkel; Manuel Corpas; Jonathan C Fuller; Laura Rubinat; Damien P Devos; Pierre H Khoueiry; Konrad U Förstner; Fotis Georgatos; Francis Rowland; Malvika Sharan; Janos X Binder; Tom Grace; Karyn Traphagen; Adam Gristwood; Natasha T Wood
Journal:  PLoS Comput Biol       Date:  2015-01-29       Impact factor: 4.475

Review 6.  Sex and Gender Differences in Risk, Pathophysiology and Complications of Type 2 Diabetes Mellitus.

Authors:  Alexandra Kautzky-Willer; Jürgen Harreiter; Giovanni Pacini
Journal:  Endocr Rev       Date:  2016-05-09       Impact factor: 19.871

7.  The Biomedical Data Translator Program: Conception, Culture, and Community.

Authors: 
Journal:  Clin Transl Sci       Date:  2018-11-09       Impact factor: 4.689

8.  Clinical Data: Sources and Types, Regulatory Constraints, Applications.

Authors:  Stanley C Ahalt; Christopher G Chute; Karamarie Fecho; Gustavo Glusman; Jennifer Hadlock; Casey Overby Taylor; Emily R Pfaff; Peter N Robinson; Harold Solbrig; Casey Ta; Nicholas Tatonetti; Chunhua Weng
Journal:  Clin Transl Sci       Date:  2019-05-09       Impact factor: 4.689

9.  Columbia Open Health Data, clinical concept prevalence and co-occurrence from electronic health records.

Authors:  Casey N Ta; Michel Dumontier; George Hripcsak; Nicholas P Tatonetti; Chunhua Weng
Journal:  Sci Data       Date:  2018-11-27       Impact factor: 6.444

10.  Factors associated with exacerbations among adults with asthma according to electronic health record data.

Authors:  Rebecca E Greenblatt; Edward J Zhao; Sarah E Henrickson; Andrea J Apter; Rebecca A Hubbard; Blanca E Himes
Journal:  Asthma Res Pract       Date:  2019-01-18
View more
  12 in total

Review 1.  A community-based approach to image analysis of cells, tissues and tumors.

Authors:  Juan Carlos Vizcarra; Erik A Burlingame; Clemens B Hug; Yury Goltsev; Brian S White; Darren R Tyson; Artem Sokolov
Journal:  Comput Med Imaging Graph       Date:  2021-11-19       Impact factor: 4.790

Review 2.  Mediating effect of post-stroke depression between activities of daily living and health-related quality of life: meta-analytic structural equation modeling.

Authors:  Jia Li; Li Yang; Runtian Lv; Jinke Kuang; Kexin Zhou; Mengfan Xu
Journal:  Qual Life Res       Date:  2022-08-16       Impact factor: 3.440

3.  Selection criteria for minimally invasive resection of intrahepatic cholangiocarcinoma-a word of caution: a propensity score matched analysis using the national cancer database.

Authors:  Omid Salehi; Vera Kazakova; Eduardo A Vega; Onur C Kutlu; Sylvia V Alarcon; Richard Freeman; Olga Kozyreva; Claudius Conrad
Journal:  Surg Endosc       Date:  2021-11-08       Impact factor: 3.453

4.  Survival analyses of elderly gastric cancer patients with or without surgery.

Authors:  Shunji Endo; Yoshinori Fujiwara; Masaharu Higashida; Hisako Kubota; Hideo Matsumoto; Hironori Tanaka; Toshimasa Okada; Kazuhiko Yoshimatsu; Ken Sugimoto; Tomio Ueno
Journal:  Surg Today       Date:  2021-05-20       Impact factor: 2.549

5.  FHIR PIT: an open software application for spatiotemporal integration of clinical data and environmental exposures data.

Authors:  Hao Xu; Steven Cox; Lisa Stillwell; Emily Pfaff; James Champion; Stanley C Ahalt; Karamarie Fecho
Journal:  BMC Med Inform Decis Mak       Date:  2020-03-11       Impact factor: 2.796

6.  Interdisciplinary Online Hackathons as an Approach to Combat the COVID-19 Pandemic: Case Study.

Authors:  Katarina Braune; Pablo-David Rojas; Joscha Hofferbert; Alvaro Valera Sosa; Anastasiya Lebedev; Felix Balzer; Sylvia Thun; Sascha Lieber; Valerie Kirchberger; Akira-Sebastian Poncette
Journal:  J Med Internet Res       Date:  2021-02-08       Impact factor: 5.428

7.  Open Application of Statistical and Machine Learning Models to Explore the Impact of Environmental Exposures on Health and Disease: An Asthma Use Case.

Authors:  Bo Lan; Perry Haaland; Ashok Krishnamurthy; David B Peden; Patrick L Schmitt; Priya Sharma; Meghamala Sinha; Hao Xu; Karamarie Fecho
Journal:  Int J Environ Res Public Health       Date:  2021-10-29       Impact factor: 3.390

8.  Usefulness of albumin-globulin ratio as a clinical prognostic factor in patients with thyroid cancer treated with radioiodine.

Authors:  Noriko Takata; Masao Miyagawa; Takuya Matsuda; Masahiro Takakado; Tomohisa Okada; Naoto Kawaguchi; Kenji Makita; Hirofumi Ishikawa; Shintaro Tsuruoka; Kotaro Uwatsu; Teruhito Kido
Journal:  Ann Nucl Med       Date:  2021-06-01       Impact factor: 2.668

9.  A bioinformatics investigation into molecular mechanism of Yinzhihuang granules for treating hepatitis B by network pharmacology and molecular docking verification.

Authors:  Jingyuan Zhang; Xinkui Liu; Wei Zhou; Guoliang Cheng; Jiarui Wu; Siyu Guo; Shanshan Jia; Yingying Liu; Bingbing Li; Xiaomeng Zhang; Miaomiao Wang
Journal:  Sci Rep       Date:  2020-07-10       Impact factor: 4.379

10.  Application of MCAT questions as a testing tool and evaluation metric for knowledge graph-based reasoning systems.

Authors:  Karamarie Fecho; James Balhoff; Chris Bizon; William E Byrd; Sui Hang; David Koslicki; Stefano E Rensi; Patrick L Schmitt; Mathias J Wawer; Mark Williams; Stanley C Ahalt
Journal:  Clin Transl Sci       Date:  2021-04-09       Impact factor: 4.689

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.