selected publications
- A survey of Bayesian statistical methods in biomarker discovery and early clinical development. Communications in Statistics: Case Studies, Data Analysis and Applications. 2024 Academic Article GET IT
- An integrated Bayesian framework for multi-omics prediction and classification. Statistics in medicine. 2024 Academic Article GET IT
- Accelerated Bayesian Reciprocal LASSO. Communications in Statistics - Simulation and Computation. 2023 Academic Article GET IT
- The reciprocal elastic net. Communications in Statistics: Case Studies, Data Analysis and Applications. 2023 Academic Article GET IT
- Population structure discovery in meta-analyzed microbial communities and inflammatory bowel disease using MMUPHin. Genome biology. 2022 Review GET IT
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Differential expression of single-cell RNA-seq data using Tweedie models.
Statistics in medicine.
2022
Academic Article
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Times cited: 12 - Editorial: Methods for Single-Cell and Microbiome Sequencing Data. Frontiers in genetics. 2022 Editorial Article GET IT
- Unified reciprocal LASSO estimation via least squares approximation. Communications in Statistics - Simulation and Computation. 2022 Academic Article GET IT
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Multivariable association discovery in population-scale meta-omics studies.
PLoS computational biology.
2021
Academic Article
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Times cited: 894 -
A statistical model for describing and simulating microbial community profiles.
PLoS computational biology.
2021
Academic Article
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Times cited: 30 -
The reciprocal Bayesian LASSO.
Statistics in medicine.
2021
Academic Article
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Times cited: 3 -
Omics community detection using multi-resolution clustering.
Bioinformatics (Oxford, England).
2021
Academic Article
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Times cited: 6 -
Editorial: Statistical and Computational Methods for Microbiome Multi-Omics Data.
Frontiers in genetics.
2020
Editorial Article
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Times cited: 1 -
Global chemical effects of the microbiome include new bile-acid conjugations.
Nature.
2020
Academic Article
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Times cited: 365 -
Association Between Sulfur-Metabolizing Bacterial Communities in Stool and Risk of Distal Colorectal Cancer in Men.
Gastroenterology.
2020
Academic Article
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Times cited: 101 - Bayesian reciprocal LASSO quantile regression. Communications in Statistics - Simulation and Computation. 2020 Academic Article GET IT
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Predictive metabolomic profiling of microbial communities using amplicon or metagenomic sequences.
Nature communications.
2019
Academic Article
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Times cited: 177 -
Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases.
Nature.
2019
Review
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Times cited: 1728 - Quantile Regression and Beyond in Statistical Analysis of Data. Journal of Probability and Statistics. 2019 Academic Article GET IT
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Gut microbiome structure and metabolic activity in inflammatory bowel disease.
Nature microbiology.
2018
Academic Article
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Times cited: 1177 -
Group regularization for zero-inflated negative binomial regression models with an application to health care demand in Germany.
Statistics in medicine.
2018
Academic Article
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Times cited: 7 -
Differences in Clinical Course, Genetics, and the Microbiome Between Familial and Sporadic Inflammatory Bowel Diseases.
Journal of Crohn's & colitis.
2018
Academic Article
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Times cited: 24 -
Metatranscriptome of human faecal microbial communities in a cohort of adult men.
Nature microbiology.
2018
Academic Article
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Times cited: 158 -
Stability of the human faecal microbiome in a cohort of adult men.
Nature microbiology.
2018
Academic Article
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Times cited: 190 - A Note on the Adaptive LASSO for Zero-Inflated Poisson Regression. Journal of Probability and Statistics. 2018 Academic Article GET IT
- Group regularization for zero-inflated poisson regression models with an application to insurance ratemaking. Journal of applied statistics. 2018 Academic Article GET IT
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Experimental design and quantitative analysis of microbial community multiomics.
Genome biology.
2017
Review
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Times cited: 134 -
A Bayesian method for detecting pairwise associations in compositional data.
PLoS computational biology.
2017
Academic Article
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Times cited: 35 -
Bayesian Bridge Regression.
Journal of applied statistics.
2017
Academic Article
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Times cited: 21 -
Bayesian Group Bridge for Bi-level Variable Selection.
Computational statistics & data analysis.
2017
Academic Article
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Times cited: 6 -
Negative binomial mixed models for analyzing microbiome count data.
BMC bioinformatics.
2017
Academic Article
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Times cited: 102 -
EM Adaptive LASSO-A Multilocus Modeling Strategy for Detecting SNPs Associated with Zero-inflated Count Phenotypes.
Frontiers in genetics.
2016
Academic Article
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Times cited: 8 -
Clinical trial designs incorporating predictive biomarkers.
Cancer treatment reviews.
2016
Review
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Times cited: 63 - Some Contributions to Bayesian Regularization Methods with Applications to Genetics and Clinical Trials. 2015 Thesis
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A genetic association study detects haplotypes associated with obstructive heart defects.
Human genetics.
2014
Academic Article
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Times cited: 10 -
Transcriptomes and shRNA suppressors in a TP53 allele-specific model of early-onset colon cancer in African Americans.
Molecular cancer research : MCR.
2014
Academic Article
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Times cited: 14 -
Multiple comparisons in genetic association studies: a hierarchical modeling approach.
Statistical applications in genetics and molecular biology.
2014
Academic Article
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Times cited: 9 - A New Bayesian Lasso. Statistics and its interface. 2014 Academic Article GET IT
- A risk algorithm for assessing short-term mortality for obese black and white men and women. Obesity (Silver Spring, Md.). 2013 Academic Article GET IT
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Oronasopharyngeal suction versus wiping of the mouth and nose at birth: a randomised equivalency trial.
Lancet (London, England).
2013
Academic Article
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Times cited: 38 - Bayesian Methods for High Dimensional Linear Models. Journal of biometrics & biostatistics. 2013 Academic Article GET IT
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Mortality and intestinal failure in surgical necrotizing enterocolitis.
Journal of pediatric surgery.
2013
Academic Article
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Times cited: 20 - Hierarchical Models for Genetic Association Studies. Journal of biometrics & biostatistics. 2013 Academic Article GET IT
- Penalised Regression Methods in Genetic Research. OA Genetics. 2013 Academic Article GET IT