Abstract

The choroid plexus, a tissue responsible for producing cerebrospinal fluid, is found predominantly in the lateral and fourth ventricles of the brain. This highly vascularized and ciliated tissue is made up of specialized epithelial cells and capillary networks surrounded by connective tissue. Given the complex structure of the choroid plexus, this can potentially result in contamination during routine tissue dissection. Bulk and single-cell RNA sequencing studies, as well as genome-wide in situ hybridization experiments (Allen Brain Atlas), have identified several canonical markers of choroid plexus such as Ttr, Folr1, and Prlr. We used the Ttr gene as a marker to query the Gene Expression Omnibus database for transcriptome studies of brain tissue and identified at least some level of likely choroid contamination in numerous studies that could have potentially confounded data analysis and interpretation. We also analyzed transcriptomic datasets from human samples from Allen Brain Atlas and the Genotype-Tissue Expression (GTEx) database and found abundant choroid contamination, with regions in closer proximity to choroid more likely to be impacted such as hippocampus, cervical spinal cord, substantia nigra, hypothalamus, and amygdala. In addition, analysis of both the Allen Brain Atlas and GTEx datasets for differentially expressed genes between likely “high contamination” and “low contamination” groups revealed a clear enrichment of choroid plexus marker genes and gene ontology pathways characteristic of these ciliated choroid cells. Inclusion of these contaminated samples could result in biological misinterpretation or simply add to the statistical noise and mask true effects. We cannot assert that Ttr or other genes/proteins queried in targeted assays are artifacts from choroid contamination as some of these differentials may be due to true biological effects. However, for studies that have an unequal distribution of choroid contamination among groups, investigators may wish to remove contaminated samples from analyses or incorporate choroid marker gene expression into their statistical modeling. In addition, we suggest that a simple RT-qPCR or western blot for choroid markers would mitigate unintended choroid contamination for any experiment, but particularly for samples intended for more costly omic profiling. This study highlights an unexpected problem for neuroscientists, but it is also quite possible that unintended contamination of adjacent structures occurs during dissections for other tissues but has not been widely recognized.

Highlights

  • The mammalian brain is tightly packed with subregions that have unique gene expression profiles

  • We used DropViz.org, a single-cell database collected from nine brain regions of adult mice that is comprised of 690,000 cells [4], and found that Ttr was the canonical marker gene that defined choroid plexus cell clusters, with extremely low expression in other cell types

  • A comprehensive query of deposited microarray and RNA sequencing (RNAseq) datasets from Gene Expression Omnibus (GEO) profiles [5] suggested that the majority of datasets have at least some unintended choroid contamination, with studies that

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Summary

INTRODUCTION

The mammalian brain is tightly packed with subregions that have unique gene expression profiles. Rank priority (blue squares) 1 = TTR/Ttr expression almost exclusively between groups, one-way ANOVA test p value < 0.05 2 = TTR/Ttr expression moderately between groups, one-way ANOVA test p value < 0.1 and ≥0.05 3 = TTR/Ttr expressed among samples with no clear pattern (random) 4 = TTR/Ttr expressed highly in most samples (rank or value ≥80%, in >80% of samples) 5 = TTR/Ttr expressed lowly in most samples (rank or value ≤20%, in >80% of samples) contain some potential artifacts of expression due to uneven (and unlucky) distribution of choroid contamination This unfortunate tainting of samples is not unique to mouse datasets, as we identified likely choroid contamination when examining human datasets deposited in the Allen Brain Atlas as well as the widely used human Genotype-Tissue Expression (GTEx) project and binning of likely “high contamination” vs “low contamination” TTR samples yielded high enrichment of choroid plexus marker genes. Examination of other tissues may reveal other unintended dissection artifacts that are worth reexamination

METHODS
SLC13A4
Findings
DISCUSSION
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