bioRxivBioinformaticsPreprint
Comprehensive Assessment of Smoking and Sex Related Effects in Publicly Available Gene Expression Data
Emily FlynniD, Annie ChangiD, Bridget M. NugentiD, Russ Biagio AltmaniD
Abstract
Smoking greatly reduces life expectancy in both men and women, but with different patterns of morbidity. After adjusting for smoking history, women have higher risk of respiratory effects and diabetes from smoking, while men show greater mortality from smoking-related cancers. While many smoking-related sex differences have been documented, the underlying molecular mechanisms are not well understood. To date, identification of sex differences in response to smoking has been limited to a small number of studies and the resulting smoking-related effects require further validation. Publicly available gene expression data present a unique opportunity to examine molecular-level sex and smoking effects across many tissues and studies. We performed a systematic search to identify smoking-related studies from healthy tissue samples and found 31 separate studies as well as an additional group of overlapping studies that in total span 2,177 samples and 12 tissues. These samples and studies were overall male-biased. In smoking, while effects appeared to be somewhat tissue-specific and largely autosomal, we identified a small number of genes that were consistently differentially expressed across tissues, including AHRR and GZMH. We also identified one gene, AKR1C3, encoding an aldo-keto reductase, which showed strong opposite direction, smoking-related effects in blood and airway epithelium, with higher expression in airway epithelium and lower expression in blood of smokers versus non-smokers. By contrast, at similar significance thresholds, sex-related effects were entirely sex chromosomal and consistent across tissues, providing evidence of stronger effects of smoking than sex on autosomal expression. Due to sample size limitations, we only examined interaction effects in the largest study, where we identified 30 genes with sex differential effects in response to smoking, only one of which, CAPN9, replicated in a held-out analysis. Overall these results present a comprehensive analysis of smoking-related effects across tissues and an initial examination of sex differential smoking effects in public gene expression data.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- research focus: gene regulatory network inference
- research focus: benchmarking
- approach: statistical model
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Widespread Sexual Dimorphism in the Transcriptome of Human Airway Epithelium in Response to Smoking
Chen Xi Yang, Henry Shi, … Ma’en Obeidat·Scientific ReportsPeer-reviewed·Nov 26, 2019
- Smoking induces coordinated DNA methylation and gene expression changes in adipose tissue with consequences for metabolic health
Pei-Chien Tsai, Craig A. Glastonbury, … Jordana T. Bell·Clinical EpigeneticsPeer-reviewed·Oct 20, 2018
- Smoking-dependent expression alterations in nasal epithelium reveal immune impairment linked to germline variation and lung cancer risk
Maria Stella de Biase, Florian Massip, … Roland F. Schwarz·medRxiv·Nov 24, 2021
- Systems biology analysis of publicly available transcriptomic data reveals a critical link between AKR1B10 gene expression, smoking and occurrence of lung cancer
Juan Manuel Cubillos-Angulo, Eduardo Rocha Fukutani, … Kiyoshi F. Fukutani·PLoS ONEPeer-reviewed·Feb 25, 2020
- Sex differences in disease genetics
William P. Gilks·bioRxiv·Jul 13, 2016
- Gene regulatory Networks Reveal Sex Difference in Lung Adenocarcinoma
E. Saha, M. Ben-Guebila, … C. M. Lopes-Ramos·bioRxiv·Sep 22, 2023