(Q30346987)

8 August 2017

Regularized Machine Learning in the Genetic Prediction of Complex Traits (English)

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Regularized machine learning in the genetic prediction of complex traits. (English)

1 reference

8 August 2017

1 reference

1 reference

4

0 references

Samuli Ripatti

5

Samuli Ripatti

0 references

Tero Aittokallio

Tero Aittokallio

6

0 references

Tapio Salakoski

4

Tapio Salakoski

1 reference

8 August 2017

2

Tapio Pahikkala

1 reference

8 August 2017

Sebastian Okser

1

1 reference

PubMed ID

25393026

8 August 2017

Antti Airola

3

1 reference

8 August 2017

13 November 2014

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8 August 2017

1 reference

8 August 2017

10

1 reference

8 August 2017

11

1 reference

8 August 2017

e1004754

1 reference

Creative Commons Attribution 4.0 International

8 August 2017

start time

13 November 2014

1 reference

April 2022 Public Data File from Crossref

copyright status

copyrighted

0 references

describes a project that uses

scikit-learn

Scikit-Learn

1 reference

CZ Software Mentions: A large dataset of software mentions in the biomedical literature

cites work

MultiBLUP: improved SNP-based prediction for complex traits

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Analysis pipeline for the epistasis search - statistical versus biological filtering

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Exploiting SNP correlations within random forest for genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Assessing multivariate gene-metabolome associations with rare variants using Bayesian reduced rank regression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Improving the accuracy of whole genome prediction for complex traits using the results of genome wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Prediction of fetal hemoglobin in sickle cell anemia using an ensemble of genetic risk prediction models

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Advantages and pitfalls in the application of mixed-model association methods

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Low frequency variants, collapsed based on biological knowledge, uncover complexity of population stratification in 1000 genomes project data

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Evaluation of the lasso and the elastic net in genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Pathways-driven sparse regression identifies pathways and genes associated with high-density lipoprotein cholesterol in two Asian cohorts

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genetic prediction of quantitative lipid traits: comparing shrinkage models to gene scores

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Integrative approaches for finding modular structure in biological networks

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genetic and nongenetic variation revealed for the principal components of human gene expression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Predicting disease risk using bootstrap ranking and classification algorithms

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Incremental value of rare genetic variants for the prediction of multifactorial diseases

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

GUESS-ing polygenic associations with multiple phenotypes using a GPU-based evolutionary stochastic search algorithm

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Building a genome analysis pipeline to predict disease risk and prevent disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Evaluation of genetic risk score models in the presence of interaction and linkage disequilibrium

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

From personalized to public health genomics

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Prediction of complex human traits using the genomic best linear unbiased predictor

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Bringing genome-wide association findings into clinical use.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

PUMA: a unified framework for penalized multiple regression analysis of GWAS data

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Pitfalls of predicting complex traits from SNPs

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

eQTL Epistasis - Challenges and Computational Approaches

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Bridging the Gap between Genotype and Phenotype via Network Approaches

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Pleiotropy in complex traits: challenges and strategies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genomic risk models improve prediction of longitudinal lipid levels in children and young adults

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Large sample size, wide variant spectrum, and advanced machine-learning technique boost risk prediction for inflammatory bowel disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Combined sequence-based and genetic mapping analysis of complex traits in outbred rats

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Negligible impact of rare autoimmune-locus coding-region variants on missing heritability

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genome-wide association analysis for multiple continuous secondary phenotypes

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Network-guided sparse regression modeling for detection of gene-by-gene interactions

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Robust prediction of expression differences among human individuals using only genotype information

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Power and predictive accuracy of polygenic risk scores.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Predicting phenotypic variation from genotypes, phenotypes and a combination of the two.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Using Bayesian networks to discover relations between genes, environment, and disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Projecting the performance of risk prediction based on polygenic analyses of genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genetic variants and their interactions in disease risk prediction - machine learning and network perspectives

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

ETHNOPRED: a novel machine learning method for accurate continental and sub-continental ancestry identification and population stratification correction

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Epigenetic epistatic interactions constrain the evolution of gene expression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

PleioGRiP: genetic risk prediction with pleiotropy

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Polygenic modeling with bayesian sparse linear mixed models

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Finding the sources of missing heritability in a yeast cross

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genotype to phenotype: lessons from model organisms for human genetics

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Chapter 11: Genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Performance and robustness of penalized and unpenalized methods for genetic prediction of complex human disease.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Lessons from model organisms: phenotypic robustness and missing heritability in complex disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Correction for population stratification in random forest analysis

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Use of pleiotropy to model genetic interactions in a population

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Comparison of family history and SNPs for predicting risk of complex disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Identification of gene pathways implicated in Alzheimer's disease using longitudinal imaging phenotypes with sparse regression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Bayesian methods for multivariate modeling of pleiotropic SNP associations and genetic risk prediction.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Beyond genotype to phenotype: why the phenotype of an individual cannot always be predicted from their genome sequence and the environment that they experience

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Novel Loci for metabolic networks and multi-tissue expression studies reveal genes for atherosclerosis

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Cancer heterogeneity: origins and implications for genetic association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Risk estimation and risk prediction using machine-learning methods.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

synbreed: a framework for the analysis of genomic prediction data using R.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

A hierarchical bayesian approach to multi-trait clinical quantitative trait locus modeling.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Improving the prediction of clinical outcomes from genomic data using multiresolution analysis

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Machine learning approaches for the discovery of gene-gene interactions in disease data

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

SparSNP: fast and memory-efficient analysis of all SNPs for phenotype prediction.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Using whole-genome sequence data to predict quantitative trait phenotypes in Drosophila melanogaster

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Wrapper-based selection of genetic features in genome-wide association studies through fast matrix operations

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Naïve Bayesian Classifier and Genetic Risk Score for Genetic Risk Prediction of a Categorical Trait: Not so Different after all!

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Network biology methods integrating biological data for translational science

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Rare and common variants: twenty arguments

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

A scalable and portable framework for massively parallel variable selection in genetic association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Bayesian variable selection in searching for additive and dominant effects in genome-wide data

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genetic risk prediction in complex disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Molecular mechanisms of epistasis within and between genes

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Evaluation of polygenic risk scores for predicting breast and prostate cancer risk

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Beyond missing heritability: prediction of complex traits

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Predicting genetic values: a kernel-based best linear unbiased prediction with genomic data

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Gene-gene interaction filtering with ensemble of filters

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Searching for synthetic lethality in cancer

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Mining gold dust under the genome wide significance level: a two-stage approach to analysis of GWAS.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

The Bayesian lasso for genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

A variable selection method for genome-wide association studies.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

A multilocus genetic risk score for coronary heart disease: case-control and prospective cohort analyses

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genetic variants and their interactions in the prediction of increased pre-clinical carotid atherosclerosis: the cardiovascular risk in young Finns study

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Risk prediction using genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Association screening of common and rare genetic variants by penalized regression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Common SNPs explain a large proportion of the heritability for human height

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

An application of Random Forests to a genome-wide association dataset: methodological considerations & new findings

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Missing heritability and strategies for finding the underlying causes of complex disease

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Clinical assessment incorporating a personal genome

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Beyond genome-wide association studies: genetic heterogeneity and individual predisposition to cancer

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Bioinformatics challenges for genome-wide association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

From disease association to risk assessment: an optimistic view from genome-wide association studies on type 1 diabetes.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Epistasis and its implications for personal genetics.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Harnessing the information contained within genome-wide association studies to improve individual prediction of complex disease risk

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Detecting gene-gene interactions that underlie human diseases

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Capturing the spectrum of interaction effects in genetic association studies by simulated evaporative cooling network analysis

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Performance of random forest when SNPs are in linkage disequilibrium.

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Interpretation of genetic association studies: markers with replicated highly significant odds ratios may be poor classifiers

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genome-wide association analysis by lasso penalized logistic regression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Personal genomes: The case of the missing heritability

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Simultaneous analysis of all SNPs in genome-wide and re-sequencing association studies

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Accommodating linkage disequilibrium in genetic-association analyses via ridge regression

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Modelling genotype-phenotype relationships and human disease with genetic interaction networks

12 July 2018

1 reference

https://eutils.ncbi.nlm.nih.gov/entrez/eutils/elink.fcgi?dbfrom=pmc&linkname=pmc_refs_pubmed&retmode=json&id=4230844

Machine learning in genome-wide association studies.

12 July 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Hints of hidden heritability in GWAS.

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Computational neuroanatomy of speech production.

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Strategies for developing prediction models from genome-wide association studies

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Genome-wide association studies with high-dimensional phenotypes

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Identifying Important Risk Factors for Survival in Kidney Graft Failure Patients Using Random Survival Forests

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Random forest Gini importance favours SNPs with large minor allele frequency: impact, sources and recommendations.

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Spectral algorithms for supervised learning.

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Bayesian Variable Selection in Linear Regression

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

A Lasso multi-marker mixed model for association mapping with population structure correction.

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Genome-wide prediction of traits with different genetic architecture through efficient variable selection.

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Beyond odds ratios — communicating disease risk based on genetic profiles

21 January 2018

1 reference

https://api.crossref.org/works/10.1371%2FJOURNAL.PGEN.1004754

Genetic Interactions in Cancer Progression and Treatment

21 January 2018

1 reference

PubMed

https://pubmed.ncbi.nlm.nih.gov/25393026

inferred from PubMed ID database lookup

12 December 2020

based on heuristic

Identifiers

DOI

10.1371/JOURNAL.PGEN.1004754

1 reference

8 August 2017

1 reference

8 August 2017

1 reference

PubMed ID

25393026