Evaluation of relational and NoSQL database architectures to manage genomic annotations.

Abstract:

:While the adoption of next generation sequencing has rapidly expanded, the informatics infrastructure used to manage the data generated by this technology has not kept pace. Historically, relational databases have provided much of the framework for data storage and retrieval. Newer technologies based on NoSQL architectures may provide significant advantages in storage and query efficiency, thereby reducing the cost of data management. But their relative advantage when applied to biomedical data sets, such as genetic data, has not been characterized. To this end, we compared the storage, indexing, and query efficiency of a common relational database (MySQL), a document-oriented NoSQL database (MongoDB), and a relational database with NoSQL support (PostgreSQL). When used to store genomic annotations from the dbSNP database, we found the NoSQL architectures to outperform traditional, relational models for speed of data storage, indexing, and query retrieval in nearly every operation. These findings strongly support the use of novel database technologies to improve the efficiency of data management within the biological sciences.

journal_name

J Biomed Inform

authors

Schulz WL,Nelson BG,Felker DK,Durant TJS,Torres R

doi

10.1016/j.jbi.2016.10.015

subject

Has Abstract

pub_date

2016-12-01 00:00:00

pages

288-295

eissn

1532-0464

issn

1532-0480

pii

S1532-0464(16)30152-6

journal_volume

64

pub_type

杂志文章
  • Role of OpenEHR as an open source solution for the regional modelling of patient data in obstetrics.

    abstract::This work investigates, whether openEHR with its reference model, archetypes and templates is suitable for the digital representation of demographic as well as clinical data. Moreover, it elaborates openEHR as a tool for modelling Hospital Information Systems on a regional level based on a national logical infrastruct...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.04.004

    authors: Pahl C,Zare M,Nilashi M,de Faria Borges MA,Weingaertner D,Detschew V,Supriyanto E,Ibrahim O

    更新日期:2015-06-01 00:00:00

  • Software tools for simultaneous data visualization and T cell epitopes and disorder prediction in proteins.

    abstract::We have developed EpDis and MassPred, extendable open source software tools that support bioinformatic research and enable parallel use of different methods for the prediction of T cell epitopes, disorder and disordered binding regions and hydropathy calculation. These tools offer a semi-automated installation of chos...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2016.01.016

    authors: Jandrlić DR,Lazić GM,Mitić NS,Pavlović MD

    更新日期:2016-04-01 00:00:00

  • Lexical patterns, features and knowledge resources for coreference resolution in clinical notes.

    abstract::Generation of entity coreference chains provides a means to extract linked narrative events from clinical notes, but despite being a well-researched topic in natural language processing, general-purpose coreference tools perform poorly on clinical texts. This paper presents a knowledge-centric and pattern-based approa...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2012.02.012

    authors: Gooch P,Roudsari A

    更新日期:2012-10-01 00:00:00

  • Modeling association detection in order to discover compounds to inhibit oral cancer.

    abstract::In the past, algorithms exploiting varying semantics in interactions between biological objects such as genes and diseases have been used in bioinformatics to uncover latent relationships within biological datasets. In this paper, we consider the algorithm Medusa in parallel with binary classification in order to find...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2018.07.005

    authors: Vittal S,Karthikeyan G

    更新日期:2018-08-01 00:00:00

  • Game-based interventions for neuropsychological assessment, training and rehabilitation: Which game-elements to use? A systematic review.

    abstract::Game-based interventions (GBI) have been used to promote health-related outcomes, including cognitive functions. Criteria for game-elements (GE) selection are insufficiently characterized in terms of their adequacy to patients' clinical conditions or targeted cognitive outcomes. This study aimed to identify GE applied...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2019.103287

    authors: Ferreira-Brito F,Fialho M,Virgolino A,Neves I,Miranda AC,Sousa-Santos N,Caneiras C,Carriço L,Verdelho A,Santos O

    更新日期:2019-10-01 00:00:00

  • MeSHing molecular sequences and clinical trials: a feasibility study.

    abstract::The centralized and public availability of molecular sequence and clinical trial data presents an opportunity to identify potentially valuable linkages across the bench-to-bedside "T1" translational barrier. In this study, we sought to leverage keyword metadata (Medical Subject Heading [MeSH] descriptors) to infer rel...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2009.10.003

    authors: Chen ES,Sarkar IN

    更新日期:2010-06-01 00:00:00

  • A Health Surveillance Software Framework to deliver information on preventive healthcare strategies.

    abstract::A software framework can reduce costs related to the development of an application because it allows developers to reuse both design and code. Recently, companies and research groups have announced that they have been employing health software frameworks. This paper presents the design, proof-of-concept implementation...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2016.06.002

    authors: Macedo AA,Pollettini JT,Baranauskas JA,Chaves JC

    更新日期:2016-08-01 00:00:00

  • Personal health information in research: Perceived risk, trustworthiness and opinions from patients attending a tertiary healthcare facility.

    abstract:BACKGROUND:Personal health information is a valuable resource to the advancement of research. In order to achieve a comprehensive reform of data infrastructure in Australia, both public engagement and building social trust is vital. In light of this, we conducted a study to explore the opinions, perceived risks and tru...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2019.103222

    authors: Krahe M,Milligan E,Reilly S

    更新日期:2019-07-01 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

  • Evaluation of a rule-based method for epidemiological document classification towards the automation of systematic reviews.

    abstract:INTRODUCTION:Most data extraction efforts in epidemiology are focused on obtaining targeted information from clinical trials. In contrast, limited research has been conducted on the identification of information from observational studies, a major source for human evidence in many fields, including environmental health...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2017.04.004

    authors: Karystianis G,Thayer K,Wolfe M,Tsafnat G

    更新日期:2017-06-01 00:00:00

  • Concept and implementation of a study dashboard module for a continuous monitoring of trial recruitment and documentation.

    abstract:BACKGROUND:The difficulty of managing patient recruitment and documentation for clinical trials prompts a demand for instruments for closely monitoring these critical but unpredictable processes. Increasingly adopted Electronic Data Capture (EDC) applications provide novel opportunities to reutilize stored information ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2016.10.010

    authors: Toddenroth D,Sivagnanasundaram J,Prokosch HU,Ganslandt T

    更新日期:2016-12-01 00:00:00

  • Unsupervised ensemble ranking of terms in electronic health record notes based on their importance to patients.

    abstract:BACKGROUND:Allowing patients to access their own electronic health record (EHR) notes through online patient portals has the potential to improve patient-centered care. However, EHR notes contain abundant medical jargon that can be difficult for patients to comprehend. One way to help patients is to reduce information ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2017.02.016

    authors: Chen J,Yu H

    更新日期:2017-04-01 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

  • 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

  • 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 severe clinical events by learning about life-saving actions and outcomes using distant supervision.

    abstract::Medical error is a leading cause of patient death in the United States. Among the different types of medical errors, harm to patients caused by doctors missing early signs of deterioration is especially challenging to address due to the heterogeneity of patients' physiological patterns. In this study, we implemented r...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2020.103425

    authors: Lee DH,Yetisgen M,Vanderwende L,Horvitz E

    更新日期:2020-07-01 00:00:00

  • Grounding a new information technology implementation framework in behavioral science: a systematic analysis of the literature on IT use.

    abstract::Many interventions to improve the success of information technology (IT) implementations are grounded in behavioral science, using theories, and models to identify conditions and determinants of successful use. However, each model in the IT literature has evolved to address specific theoretical problems of particular ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2003.09.002

    authors: Kukafka R,Johnson SB,Linfante A,Allegrante JP

    更新日期:2003-06-01 00:00:00

  • Monitoring Obstructive Sleep Apnea by means of a real-time mobile system based on the automatic extraction of sets of rules through Differential Evolution.

    abstract::Real-time Obstructive Sleep Apnea (OSA) episode detection and monitoring are important for society in terms of an improvement in the health of the general population and of a reduction in mortality and healthcare costs. Currently, to diagnose OSA patients undergo PolySomnoGraphy (PSG), a complicated and invasive test ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2014.02.015

    authors: Sannino G,De Falco I,De Pietro G

    更新日期:2014-06-01 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

  • Extending the Fellegi-Sunter probabilistic record linkage method for approximate field comparators.

    abstract::Probabilistic record linkage is a method commonly used to determine whether demographic records refer to the same person. The Fellegi-Sunter method is a probabilistic approach that uses field weights based on log likelihood ratios to determine record similarity. This paper introduces an extension of the Fellegi-Sunter...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2009.08.004

    authors: DuVall SL,Kerber RA,Thomas A

    更新日期:2010-02-01 00:00:00

  • Developing, implementing, and evaluating decision support systems for shared decision making in patient care: a conceptual model and case illustration.

    abstract::The importance of including patient preferences in decisions regarding their care has received increased emphasis over recent years. Medical informatics can play an important role in improving patient-centered care by developing decision support systems to support the inclusion of patient preferences in clinical decis...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/s1532-0464(03)00037-6

    authors: Ruland CM,Bakken S

    更新日期:2002-10-01 00:00:00

  • Inductive creation of an annotation schema for manually indexing clinical conditions from emergency department reports.

    abstract::Evaluating automated indexing applications requires comparing automatically indexed terms against manual reference standard annotations. However, there are no standard guidelines for determining which words from a textual document to include in manual annotations, and the vague task can result in substantial variation...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2005.06.004

    authors: Chapman WW,Dowling JN

    更新日期:2006-04-01 00:00:00

  • Categorizing the world of registries.

    abstract::The term registry is widely used to refer to any database storing clinical information collected as a byproduct of patient care. Despite the use of this single characterizing term (registry), these databases exist in various forms and support functions ranging from biomedical informatics and clinical research, to publ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2008.01.009

    authors: Drolet BC,Johnson KB

    更新日期:2008-12-01 00:00:00

  • The development and validation of a simulation tool for health policy decision making.

    abstract::Computer simulations have been used to model infectious diseases to examine the outcomes of alternative strategies for managing their spread. Methicillin resistant Staphylococcus aureus (MRSA) skin and soft tissue infections have become prominent in many communities and efforts are underway to reduce the spread of thi...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2010.03.013

    authors: Panchanathan SS,Petitti DB,Fridsma DB

    更新日期:2010-08-01 00:00:00

  • Comparison with manual registration reveals satisfactory completeness and efficiency of a computerized cancer registration system.

    abstract::Automated software for cancer registration, called Open Registry and developed by ourselves was adopted by the Varese (population-based) Cancer Registry starting from 1997. Since the use of automated cancer registration is increasing, it is important to assess the quality and completeness of the automated data being p...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2007.03.003

    authors: Contiero P,Tittarelli A,Maghini A,Fabiano S,Frassoldi E,Costa E,Gada D,Codazzi T,Crosignani P,Tessandori R,Tagliabue G

    更新日期:2008-02-01 00:00:00

  • Spectral-dynamic representation of DNA sequences.

    abstract::A graphical representation of DNA sequences in which the distribution of a particular base B=A,C,G,T is represented by a set of discrete lines has been formulated. The methodology of this approach has been borrowed from two areas of physics: spectroscopy and dynamics. Consequently, the set of discrete lines is referre...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2017.06.001

    authors: Bielińska-Wąż D,Wąż P

    更新日期:2017-08-01 00:00:00

  • The European cross-border health data exchange roadmap: Case study in the Italian setting.

    abstract::Health data exchange is a major challenge due to the sensitive information and the privacy issues entailed. Considering the European context, in which health data must be exchanged between different European Union (EU) Member States, each having a different national regulatory framework as well as different national h...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2019.103183

    authors: Nalin M,Baroni I,Faiella G,Romano M,Matrisciano F,Gelenbe E,Martinez DM,Dumortier J,Natsiavas P,Votis K,Koutkias V,Tzovaras D,Clemente F

    更新日期:2019-06-01 00:00:00

  • Risk factor detection for heart disease by applying text analytics in electronic medical records.

    abstract::In the United States, about 600,000 people die of heart disease every year. The annual cost of care services, medications, and lost productivity reportedly exceeds 108.9 billion dollars. Effective disease risk assessment is critical to prevention, care, and treatment planning. Recent advancements in text analytics hav...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.08.011

    authors: Torii M,Fan JW,Yang WL,Lee T,Wiley MT,Zisook DS,Huang Y

    更新日期:2015-12-01 00:00:00

  • Vaidurya: a multiple-ontology, concept-based, context-sensitive clinical-guideline search engine.

    abstract::We designed and implemented a generic search engine (Vaidurya), as part of our Digital clinical-Guideline Library (DeGeL) framework. Two search methods were implemented in addition to full-text search: (1) concept-based search, which relies on pre-indexing the guidelines in a clinically meaningful fashion, and (2) con...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2008.07.003

    authors: Moskovitch R,Shahar Y

    更新日期:2009-02-01 00:00:00

  • A survey on single and multi omics data mining methods in cancer data classification.

    abstract::Data analytics is routinely used to support biomedical research in all areas, with particular focus on the most relevant clinical conditions, such as cancer. Bioinformatics approaches, in particular, have been used to characterize the molecular aspects of diseases. In recent years, numerous studies have been performed...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2020.103466

    authors: Momeni Z,Hassanzadeh E,Saniee Abadeh M,Bellazzi R

    更新日期:2020-07-01 00:00:00