Building a robust, scalable and standards-driven infrastructure for secondary use of EHR data: the SHARPn project.

Abstract:

:The Strategic Health IT Advanced Research Projects (SHARP) Program, established by the Office of the National Coordinator for Health Information Technology in 2010 supports research findings that remove barriers for increased adoption of health IT. The improvements envisioned by the SHARP Area 4 Consortium (SHARPn) will enable the use of the electronic health record (EHR) for secondary purposes, such as care process and outcomes improvement, biomedical research and epidemiologic monitoring of the nation's health. One of the primary informatics problem areas in this endeavor is the standardization of disparate health data from the nation's many health care organizations and providers. The SHARPn team is developing open source services and components to support the ubiquitous exchange, sharing and reuse or 'liquidity' of operational clinical data stored in electronic health records. One year into the design and development of the SHARPn framework, we demonstrated end to end data flow and a prototype SHARPn platform, using thousands of patient electronic records sourced from two large healthcare organizations: Mayo Clinic and Intermountain Healthcare. The platform was deployed to (1) receive source EHR data in several formats, (2) generate structured data from EHR narrative text, and (3) normalize the EHR data using common detailed clinical models and Consolidated Health Informatics standard terminologies, which were (4) accessed by a phenotyping service using normalized data specifications. The architecture of this prototype SHARPn platform is presented. The EHR data throughput demonstration showed success in normalizing native EHR data, both structured and narrative, from two independent organizations and EHR systems. Based on the demonstration, observed challenges for standardization of EHR data for interoperable secondary use are discussed.

journal_name

J Biomed Inform

authors

Rea S,Pathak J,Savova G,Oniki TA,Westberg L,Beebe CE,Tao C,Parker CG,Haug PJ,Huff SM,Chute CG

doi

10.1016/j.jbi.2012.01.009

subject

Has Abstract

pub_date

2012-08-01 00:00:00

pages

763-71

issue

4

eissn

1532-0464

issn

1532-0480

pii

S1532-0464(12)00020-2

journal_volume

45

pub_type

杂志文章
  • Medical speciality classification system based on binary particle swarms and ensemble of one vs. rest support vector machines.

    abstract::Nowadays, artificial intelligence plays an integral role in medical and healthcare informatics. Developing an automatic question classification and answering system is essential for coping with constant advancements in science and technology. However, efficient online medical services are required to promote offline m...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2020.103525

    authors: Faris H,Habib M,Faris M,Alomari M,Alomari A

    更新日期:2020-09-01 00:00:00

  • A comparison of machine learning methods for the diagnosis of pigmented skin lesions.

    abstract::We analyze the discriminatory power of k-nearest neighbors, logistic regression, artificial neural networks (ANNs), decision tress, and support vector machines (SVMs) on the task of classifying pigmented skin lesions as common nevi, dysplastic nevi, or melanoma. Three different classification tasks were used as benchm...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1006/jbin.2001.1004

    authors: Dreiseitl S,Ohno-Machado L,Kittler H,Vinterbo S,Billhardt H,Binder M

    更新日期:2001-02-01 00:00:00

  • Understanding infusion administration in the ICU through Distributed Cognition.

    abstract::To understand how healthcare technologies are used in practice and evaluate them, researchers have argued for adopting the theoretical framework of Distributed Cognition (DC). This paper describes the methods and results of a study in which a DC methodology, Distributed Cognition for Teamwork (DiCoT), was applied to s...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2012.02.003

    authors: Rajkomar A,Blandford A

    更新日期:2012-06-01 00:00:00

  • A novel method to estimate the indirect community benefit of HIV interventions using a microsimulation model of HIV disease.

    abstract:BACKGROUND:Microsimulation models of human immunodeficiency virus (HIV) disease that simulate individual patients one at a time and assess clinical and economic outcomes of HIV interventions often provide key details regarding direct individual clinical benefits ("individual benefit"), but they may lack detail on trans...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2020.103475

    authors: Kazemian P,Costantini S,Neilan AM,Resch SC,Walensky RP,Weinstein MC,Freedberg KA

    更新日期:2020-07-01 00:00:00

  • Developing EHR-driven heart failure risk prediction models using CPXR(Log) with the probabilistic loss function.

    abstract::Computerized survival prediction in healthcare identifying the risk of disease mortality, helps healthcare providers to effectively manage their patients by providing appropriate treatment options. In this study, we propose to apply a classification algorithm, Contrast Pattern Aided Logistic Regression (CPXR(Log)) wit...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2016.01.009

    authors: Taslimitehrani V,Dong G,Pereira NL,Panahiazar M,Pathak J

    更新日期:2016-04-01 00:00:00

  • An evaluation of clinical order patterns machine-learned from clinician cohorts stratified by patient mortality outcomes.

    abstract:OBJECTIVE:Evaluate the quality of clinical order practice patterns machine-learned from clinician cohorts stratified by patient mortality outcomes. MATERIALS AND METHODS:Inpatient electronic health records from 2010 to 2013 were extracted from a tertiary academic hospital. Clinicians (n = 1822) were stratified into lo...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2018.09.005

    authors: Wang JK,Hom J,Balasubramanian S,Schuler A,Shah NH,Goldstein MK,Baiocchi MTM,Chen JH

    更新日期:2018-10-01 00:00:00

  • 3D interactive surgical visualization system using mobile spatial information acquisition and autostereoscopic display.

    abstract::Three-dimensional (3D) visualization of preoperative and intraoperative medical information becomes more and more important in minimally invasive surgery. We develop a 3D interactive surgical visualization system using mobile spatial information acquisition and autostereoscopic display for surgeons to observe surgical...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2017.05.014

    authors: Fan Z,Weng Y,Chen G,Liao H

    更新日期:2017-07-01 00:00:00

  • A model-driven methodology for exploring complex disease comorbidities applied to autism spectrum disorder and inflammatory bowel disease.

    abstract::We propose a model-driven methodology aimed to shed light on complex disorders. Our approach enables exploring shared etiologies of comorbid diseases at the molecular pathway level. The method, Comparative Comorbidities Simulation (CCS), uses stochastic Petri net simulation for examining the phenotypic effects of pert...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2016.08.008

    authors: Somekh J,Peleg M,Eran A,Koren I,Feiglin A,Demishtein A,Shiloh R,Heiner M,Kong SW,Elazar Z,Kohane I

    更新日期:2016-10-01 00:00:00

  • Prediction of clinical risks by analysis of preclinical and clinical adverse events.

    abstract::This study examines the ability of nonclinical adverse event observations to predict human clinical adverse events observed in drug development programs. In addition it examines the relationship between nonclinical and clinical adverse event observations to drug withdrawal and proposes a model to predict drug withdraw...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.02.008

    authors: Clark M

    更新日期:2015-04-01 00:00:00

  • The impact of SNOMED CT revisions on a mapped interface terminology: terminology development and implementation issues.

    abstract::Large-scale mapping efforts have been done in attempts to migrate systems that use proprietary concepts to ones that use terminological standards such as SNOMED CT. As efforts move towards implementation, the target maps should retain a predictable structure including those targets requiring post-coordination of SNOME...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2009.03.004

    authors: Wade G,Rosenbloom ST

    更新日期:2009-06-01 00:00:00

  • Security and privacy in electronic health records: a systematic literature review.

    abstract:OBJECTIVE:To report the results of a systematic literature review concerning the security and privacy of electronic health record (EHR) systems. DATA SOURCES:Original articles written in English found in MEDLINE, ACM Digital Library, Wiley InterScience, IEEE Digital Library, Science@Direct, MetaPress, ERIC, CINAHL and...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2012.12.003

    authors: Fernández-Alemán JL,Señor IC,Lozoya PÁ,Toval A

    更新日期:2013-06-01 00:00:00

  • Description of a method to support public health information management: organizational network analysis.

    abstract::In this case study, we describe a method that has potential to provide systematic support for public health information management. Public health agencies depend on specialized information that travels throughout an organization via communication networks among employees. Interactions that occur within these networks ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2006.09.004

    authors: Merrill J,Bakken S,Rockoff M,Gebbie K,Carley KM

    更新日期:2007-08-01 00:00:00

  • Predicting changes in systolic blood pressure using longitudinal patient records.

    abstract:OBJECTIVE:This paper introduces a model that predicts future changes in systolic blood pressure (SBP) based on structured and unstructured (text-based) information from longitudinal clinical records. METHOD:For each patient, the clinical records are sorted in chronological order and SBP measurements are extracted from...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.06.024

    authors: Solomon JW,Nielsen RD

    更新日期:2015-12-01 00:00:00

  • A reference ontology for biomedical informatics: the Foundational Model of Anatomy.

    abstract::The Foundational Model of Anatomy (FMA), initially developed as an enhancement of the anatomical content of UMLS, is a domain ontology of the concepts and relationships that pertain to the structural organization of the human body. It encompasses the material objects from the molecular to the macroscopic levels that c...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2003.11.007

    authors: Rosse C,Mejino JL Jr

    更新日期:2003-12-01 00:00:00

  • Multi-faceted informatics system for digitising and streamlining the reablement care model.

    abstract::Reablement is new paradigm to increase independence in the home amongst the ageing population. And it remains a challenge to design an optimal electronic system to streamline and integrate reablement into current healthcare infrastructure. Furthermore, given reablement requires collaboration with a range of organisati...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.05.008

    authors: Bond RR,Mulvenna MD,Finlay DD,Martin S

    更新日期:2015-08-01 00:00:00

  • Information extraction from biomedical text.

    abstract::Information extraction is the process of scanning text for information relevant to some interest, including extracting entities, relations, and events. It requires deeper analysis than key word searches, but its aims fall short of the very hard and long-term problem of full text understanding. Information extraction r...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/s1532-0464(03)00015-7

    authors: Hobbs JR

    更新日期:2002-08-01 00:00:00

  • Knowledge-based personalized search engine for the Web-based Human Musculoskeletal System Resources (HMSR) in biomechanics.

    abstract::Human musculoskeletal system resources of the human body are valuable for the learning and medical purposes. Internet-based information from conventional search engines such as Google or Yahoo cannot response to the need of useful, accurate, reliable and good-quality human musculoskeletal resources related to medical ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2012.11.001

    authors: Dao TT,Hoang TN,Ta XH,Tho MC

    更新日期:2013-02-01 00:00:00

  • Knowledge-based automated planning system for StereoElectroEncephaloGraphy: A center-based scenario.

    abstract::Surgical planning for StereoElectroEncephaloGraphy (SEEG) is a complex and patient specific task, where the experience and medical workflow of each institution may influence the final planning choices. To account for this variability, we developed a data-based Computer Assisted Planning (CAP) solution able to exploit ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2020.103460

    authors: Scorza D,Rizzi M,De Momi E,Cortés C,Bertelsen Á,Cardinale F

    更新日期:2020-08-01 00:00:00

  • Cognitive simulators for medical education and training.

    abstract::Simulators for honing procedural skills (such as surgical skills and central venous catheter placement) have proven to be valuable tools for medical educators and students. While such simulations represent an effective paradigm in surgical education, there is an opportunity to add a layer of cognitive exercises to the...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2009.02.008

    authors: Kahol K,Vankipuram M,Smith ML

    更新日期:2009-08-01 00:00:00

  • Analysis of eligibility criteria representation in industry-standard clinical trial protocols.

    abstract::Previous research on standardization of eligibility criteria and its feasibility has traditionally been conducted on clinical trial protocols from ClinicalTrials.gov (CT). The portability and use of such standardization for full-text industry-standard protocols has not been studied in-depth. Towards this end, in this ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2013.06.001

    authors: Bhattacharya S,Cantor MN

    更新日期:2013-10-01 00:00:00

  • Consensus and Meta-analysis regulatory networks for combining multiple microarray gene expression datasets.

    abstract::Microarray data is a key source of experimental data for modelling gene regulatory interactions from expression levels. With the rapid increase of publicly available microarray data comes the opportunity to produce regulatory network models based on multiple datasets. Such models are potentially more robust with great...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,meta分析

    doi:10.1016/j.jbi.2008.01.011

    authors: Steele E,Tucker A

    更新日期:2008-12-01 00:00:00

  • A cascaded approach for Chinese clinical text de-identification with less annotation effort.

    abstract::With rapid adoption of Electronic Health Records (EHR) in China, an increasing amount of clinical data has been available to support clinical research. Clinical data secondary use usually requires de-identification of personal information to protect patient privacy. Since manually de-identification of free clinical te...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2017.07.017

    authors: Jian Z,Guo X,Liu S,Ma H,Zhang S,Zhang R,Lei J

    更新日期:2017-09-01 00:00:00

  • Genome-wide analysis of multi-view data of miRNA-seq to identify miRNA biomarkers for stomach cancer.

    abstract::Stomach cancer is one of the leading causes of cancer-related deaths worldwide. More than 80% diagnosis of this cancer occur at later stages leading to low 5-year survival rate. This emphasizes the need to have better prognostic techniques for stomach cancer. In this regard, the Next-Generation Sequencing of whole gen...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2019.103254

    authors: Pant N,Rakshit S,Paul S,Saha I

    更新日期:2019-09-01 00:00:00

  • Predicting the function of transplanted kidney in long-term care processes: Application of a hybrid model.

    abstract:BACKGROUND:A tool that can predict the estimated glomerular filtration rate (eGFR) in routine daily care can help clinicians to make better decisions for kidney transplant patients and to improve transplantation outcome. In this paper, we proposed a hybrid prediction model for predicting a future value for eGFR during ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2019.103116

    authors: Rashidi Khazaee P,Bagherzadeh M J,Niazkhani Z,Pirnejad H

    更新日期:2019-03-01 00:00:00

  • Enhancing phylogeography by improving geographical information from GenBank.

    abstract::Phylogeography is a field that focuses on the geographical lineages of species such as vertebrates or viruses. Here, geographical data, such as location of a species or viral host is as important as the sequence information extracted from the species. Together, this information can help illustrate the migration of the...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2011.06.005

    authors: Scotch M,Sarkar IN,Mei C,Leaman R,Cheung KH,Ortiz P,Singraur A,Gonzalez G

    更新日期:2011-12-01 00:00:00

  • DyKOSMap: A framework for mapping adaptation between biomedical knowledge organization systems.

    abstract:BACKGROUND:Knowledge Organization Systems (KOS) and their associated mappings play a central role in several decision support systems. However, by virtue of knowledge evolution, KOS entities are modified over time, impacting mappings and potentially turning them invalid. This requires semi-automatic methods to maintain...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.04.001

    authors: Dos Reis JC,Pruski C,Da Silveira M,Reynaud-Delaître C

    更新日期:2015-06-01 00:00:00

  • Learning classification models from multiple experts.

    abstract::Building classification models from clinical data using machine learning methods often relies on labeling of patient examples by human experts. Standard machine learning framework assumes the labels are assigned by a homogeneous process. However, in reality the labels may come from multiple experts and it may be diffi...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2013.08.007

    authors: Valizadegan H,Nguyen Q,Hauskrecht M

    更新日期:2013-12-01 00:00:00

  • A Bayesian system to detect and characterize overlapping outbreaks.

    abstract::Outbreaks of infectious diseases such as influenza are a significant threat to human health. Because there are different strains of influenza which can cause independent outbreaks, and influenza can affect demographic groups at different rates and times, there is a need to recognize and characterize multiple outbreaks...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2017.08.003

    authors: Aronis JM,Millett NE,Wagner MM,Tsui F,Ye Y,Ferraro JP,Haug PJ,Gesteland PH,Cooper GF

    更新日期:2017-09-01 00:00:00

  • Prediction of influenza vaccination outcome by neural networks and logistic regression.

    abstract::The major challenge in influenza vaccination is to predict vaccine efficacy. The purpose of this study was to design a model to enable successful prediction of the outcome of influenza vaccination based on real historical medical data. A non-linear neural network approach was used, and its performance compared to logi...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2010.04.011

    authors: Trtica-Majnaric L,Zekic-Susac M,Sarlija N,Vitale B

    更新日期:2010-10-01 00:00:00

  • On the reproducibility of results of pathway analysis in genome-wide expression studies of colorectal cancers.

    abstract::One of the major problems in genomics and medicine is the identification of gene networks and pathways deregulated in complex and polygenic diseases, like cancer. In this paper, we address the problem of assessing the variability of results of pathways analysis identified in different and independent genome wide expre...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2009.09.005

    authors: Maglietta R,Distaso A,Piepoli A,Palumbo O,Carella M,D'Addabbo A,Mukherjee S,Ancona N

    更新日期:2010-06-01 00:00:00