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 chosen sets of external predictors and an interface allowing for easy application of the prediction methods, which can be applied either to individual proteins or to datasets of a large number of proteins. In addition to access to prediction methods, the tools also provide visualization of the obtained results, calculation of consensus from results of different methods, as well as import of experimental data and their comparison with results obtained with different predictors. The tools also offer a graphical user interface and the possibility to store data and the results obtained using all of the integrated methods in the relational database or flat file for further analysis. The MassPred part enables a massive parallel application of all integrated predictors to the set of proteins. Both tools can be downloaded from http://bioinfo.matf.bg.ac.rs/home/downloads.wafl?cat=Software. Appendix A includes the technical description of the created tools and a list of supported predictors.

journal_name

J Biomed Inform

authors

Jandrlić DR,Lazić GM,Mitić NS,Pavlović MD

doi

10.1016/j.jbi.2016.01.016

subject

Has Abstract

pub_date

2016-04-01 00:00:00

pages

120-31

eissn

1532-0464

issn

1532-0480

pii

S1532-0464(16)00017-4

journal_volume

60

pub_type

杂志文章
  • An image score inference system for RNAi genome-wide screening based on fuzzy mixture regression modeling.

    abstract::With recent advances in fluorescence microscopy imaging techniques and methods of gene knock down by RNA interference (RNAi), genome-scale high-content screening (HCS) has emerged as a powerful approach to systematically identify all parts of complex biological processes. However, a critical barrier preventing fulfill...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2008.04.007

    authors: Wang J,Zhou X,Li F,Bradley PL,Chang SF,Perrimon N,Wong ST

    更新日期:2009-02-01 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

  • An optimization based on simulation approach to the patient admission scheduling problem using a linear programing algorithm.

    abstract:BACKGROUND:As patient's length of stay in waiting lists increases, governments are looking for strategies to control the problem. Agreements were created with private providers to diminish the workload in the public sector. However, the growth of the private sector is not following the demand for care. Given this conte...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2014.08.007

    authors: Granja C,Almada-Lobo B,Janela F,Seabra J,Mendes A

    更新日期:2014-12-01 00:00:00

  • A survey on literature based discovery approaches in biomedical domain.

    abstract::Literature Based Discovery (LBD) refers to the problem of inferring new and interesting knowledge by logically connecting independent fragments of information units through explicit or implicit means. This area of research, which incorporates techniques from Natural Language Processing (NLP), Information Retrieval and...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2019.103141

    authors: Gopalakrishnan V,Jha K,Jin W,Zhang A

    更新日期:2019-05-01 00:00:00

  • Chester: towards a personal medication advisor.

    abstract::Dialogue systems for health communication hold out the promise of providing intelligent assistance to patients through natural interfaces that require no training to use. But in order to make the development of such systems cost effective, we must be able to use generic techniques and components which are then special...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2006.02.004

    authors: Allen J,Ferguson G,Blaylock N,Byron D,Chambers N,Dzikovska M,Galescu L,Swift M

    更新日期:2006-10-01 00:00:00

  • The Analytic Information Warehouse (AIW): a platform for analytics using electronic health record data.

    abstract:OBJECTIVE:To create an analytics platform for specifying and detecting clinical phenotypes and other derived variables in electronic health record (EHR) data for quality improvement investigations. MATERIALS AND METHODS:We have developed an architecture for an Analytic Information Warehouse (AIW). It supports transfor...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2013.01.005

    authors: Post AR,Kurc T,Cholleti S,Gao J,Lin X,Bornstein W,Cantrell D,Levine D,Hohmann S,Saltz JH

    更新日期:2013-06-01 00:00:00

  • HBLAST: Parallelised sequence similarity--A Hadoop MapReducable basic local alignment search tool.

    abstract::The recent exponential growth of genomic databases has resulted in the common task of sequence alignment becoming one of the major bottlenecks in the field of computational biology. It is typical for these large datasets and complex computations to require cost prohibitive High Performance Computing (HPC) to function....

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.01.008

    authors: O'Driscoll A,Belogrudov V,Carroll J,Kropp K,Walsh P,Ghazal P,Sleator RD

    更新日期:2015-04-01 00:00:00

  • Leveraging concept-based approaches to identify potential phyto-therapies.

    abstract::The potential of plant-based remedies has been documented in both traditional and contemporary biomedical literature. Such types of text sources may thus be sources from which one might identify potential plant-based therapies ("phyto-therapies"). Concept-based analytic approaches have been shown to uncover knowledge ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2013.04.008

    authors: Sharma V,Sarkar IN

    更新日期:2013-08-01 00:00:00

  • Homology assessment and molecular sequence alignment.

    abstract::Hypotheses of homology are the basis of phylogenetic analysis. All character data are considered to be equivalent regardless of the source of those characters. Putative homology statements are designated based on observations of similarity. Pairwise sequence alignment using the Needleman-Wunsch algorithm is the basis ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2005.11.005

    authors: Phillips AJ

    更新日期:2006-02-01 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

  • Mapping high-dimensional data onto a relative distance plane--an exact method for visualizing and characterizing high-dimensional patterns.

    abstract::We introduce a distance (similarity)-based mapping for the visualization of high-dimensional patterns and their relative relationships. The mapping preserves exactly the original distances between points with respect to any two reference patterns in a special two-dimensional coordinate system, the relative distance pl...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2004.07.005

    authors: Somorjai RL,Dolenko B,Demko A,Mandelzweig M,Nikulin AE,Baumgartner R,Pizzi NJ

    更新日期:2004-10-01 00:00:00

  • Development of a clinician reputation metric to identify appropriate problem-medication pairs in a crowdsourced knowledge base.

    abstract:BACKGROUND:Correlation of data within electronic health records is necessary for implementation of various clinical decision support functions, including patient summarization. A key type of correlation is linking medications to clinical problems; while some databases of problem-medication links are available, they are...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2013.11.010

    authors: McCoy AB,Wright A,Rogith D,Fathiamini S,Ottenbacher AJ,Sittig DF

    更新日期:2014-04-01 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

  • Modelling and analysing the dynamics of disease progression from cross-sectional studies.

    abstract::Clinical trials are typically conducted over a population within a defined time period in order to illuminate certain characteristics of a health issue or disease process. These cross-sectional studies give us a 'snapshot' of this disease process over a large number of people but do not allow us to model the temporal ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2012.11.003

    authors: Li Y,Swift S,Tucker A

    更新日期:2013-04-01 00:00:00

  • Integrated network analysis of symptom clusters across disease conditions.

    abstract::Identifying the symptom clusters (two or more related symptoms) with shared underlying molecular mechanisms has been a vital analysis task to promote the symptom science and precision health. Related studies have applied the clustering algorithms (e.g. k-means, latent class model) to detect the symptom clusters mostly...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2020.103482

    authors: Lu K,Yang K,Niyongabo E,Shu Z,Wang J,Chang K,Zou Q,Jiang J,Jia C,Liu B,Zhou X

    更新日期:2020-07-01 00:00:00

  • Word sense disambiguation across two domains: biomedical literature and clinical notes.

    abstract::The aim of this study is to explore the word sense disambiguation (WSD) problem across two biomedical domains-biomedical literature and clinical notes. A supervised machine learning technique was used for the WSD task. One of the challenges addressed is the creation of a suitable clinical corpus with manual sense anno...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2008.02.003

    authors: Savova GK,Coden AR,Sominsky IL,Johnson R,Ogren PV,de Groen PC,Chute CG

    更新日期:2008-12-01 00:00:00

  • Neural network-based approaches for biomedical relation classification: A review.

    abstract::The explosive growth of biomedical literature has created a rich source of knowledge, such as that on protein-protein interactions (PPIs) and drug-drug interactions (DDIs), locked in unstructured free text. Biomedical relation classification aims to automatically detect and classify biomedical relations, which has gre...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2019.103294

    authors: Zhang Y,Lin H,Yang Z,Wang J,Sun Y,Xu B,Zhao Z

    更新日期:2019-11-01 00:00:00

  • A comprehensive review of feature based methods for drug target interaction prediction.

    abstract::Drug target interaction is a prominent research area in the field of drug discovery. It refers to the recognition of interactions between chemical compounds and the protein targets in the human body. Wet lab experiments to identify these interactions are expensive as well as time consuming. The computational methods o...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,评审

    doi:10.1016/j.jbi.2019.103159

    authors: Sachdev K,Gupta MK

    更新日期:2019-05-01 00:00:00

  • A novel web informatics approach for automated surveillance of cancer mortality trends.

    abstract::Cancer surveillance data are collected every year in the United States via the National Program of Cancer Registries (NPCR) and the Surveillance, Epidemiology and End Results (SEER) Program of the National Cancer Institute (NCI). General trends are closely monitored to measure the nation's progress against cancer. The...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2016.03.027

    authors: Tourassi G,Yoon HJ,Xu S

    更新日期:2016-06-01 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

  • 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

  • Towards an on-demand peer feedback system for a clinical knowledge base: a case study with order sets.

    abstract:OBJECTIVE:We have developed an automated knowledge base peer feedback system as part of an effort to facilitate the creation and refinement of sound clinical knowledge content within an enterprise-wide knowledge base. The program collects clinical data stored in our Clinical Data Repository during usage of a physician ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2007.05.006

    authors: Hulse NC,Del Fiol G,Bradshaw RL,Roemer LK,Rocha RA

    更新日期:2008-02-01 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

  • Automatic detection of protected health information from clinic narratives.

    abstract::This paper presents a natural language processing (NLP) system that was designed to participate in the 2014 i2b2 de-identification challenge. The challenge task aims to identify and classify seven main Protected Health Information (PHI) categories and 25 associated sub-categories. A hybrid model was proposed which com...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2015.06.015

    authors: Yang H,Garibaldi JM

    更新日期:2015-12-01 00:00:00

  • The use of logic relationships to model colon cancer gene expression networks with mRNA microarray data.

    abstract::The ultimate goal of genomics research is to describe the network of molecules and interactions that govern all biological functions and disease processes in cells. Nonlinear interactions among genes in terms of their logic relationships play a key role for deciphering the networks of molecules that underlie cellular ...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2007.11.006

    authors: Ruan X,Wang J,Li H,Perozzi RE,Perozzi EF

    更新日期:2008-08-01 00:00:00

  • R.A.P.I.D. (Root Aggregated Prioritized Information Display): A single screen display for efficient digital triaging of medical reports.

    abstract:OBJECTIVE:The timely acknowledgement of critical patient clinical reports is vital for the delivery of safe patient care. With current EHR systems, critical reports reside on different screens. This leads to treatment delays and inefficient work flows. As a remedy, the R.A.P.I.D. (Root Aggregated Prioritized Informatio...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章,随机对照试验

    doi:10.1016/j.jbi.2016.04.001

    authors: Ford JP,Huang L,Richards DS,Ambinder EP,Rosenberger JL

    更新日期:2016-06-01 00:00:00

  • Unsupervised low-dimensional vector representations for words, phrases and text that are transparent, scalable, and produce similarity metrics that are not redundant with neural embeddings.

    abstract::Neural embeddings are a popular set of methods for representing words, phrases or text as a low dimensional vector (typically 50-500 dimensions). However, it is difficult to interpret these dimensions in a meaningful manner, and creating neural embeddings requires extensive training and tuning of multiple parameters a...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2019.103096

    authors: Smalheiser NR,Cohen AM,Bonifield G

    更新日期:2019-02-01 00:00:00

  • Utilizing online stochastic optimization on scheduling of intensity-modulate radiotherapy therapy (IMRT).

    abstract::According to Ministry of Health and Welfare of Taiwan, cancer has been one of the major causes of death in Taiwan since 1982. The Intensive-Modulated Radiation Therapy (IMRT) is one of the most important radiotherapies of cancers, especially for Nasopharyngeal cancers, Digestive system cancers and Cervical cancers. Fo...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2020.103499

    authors: Chang WH,Lo SM,Chen TL,Chen JC,Wu HN

    更新日期:2020-08-01 00:00:00

  • Classification models for the prediction of clinicians' information needs.

    abstract:OBJECTIVE:Clinicians face numerous information needs during patient care activities and most of these needs are not met. Infobuttons are information retrieval tools that help clinicians to fulfill their information needs by providing links to on-line health information resources from within an electronic medical record...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1016/j.jbi.2008.07.001

    authors: Del Fiol G,Haug PJ

    更新日期:2009-02-01 00:00:00

  • High-performance implementation and analysis of the Linkmap program.

    abstract::Linkage analysis uses information from family pedigrees to map genes and locate disease genes on particular chromosomes. A recombination fraction denoted as theta is estimated as a measure of crossing over between two loci. Genetic linkage calculations are very time-consuming particularly for large family pedigrees, a...

    journal_title:Journal of biomedical informatics

    pub_type: 杂志文章

    doi:10.1006/jbin.2002.1031

    authors: Kothari K,Lopez-Benitez N,Poduslo SE

    更新日期:2001-12-01 00:00:00