Seeing in the deep: evolution of the opsin gene expression in Bermin crater lake cichlids
Data files
Apr 15, 2026 version files 107.71 KB
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Coptodon_OpsinExpression_BetaRegression.csv
47.56 KB
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OverallConeSensitivities_Bermin_Barombi.csv
1.44 KB
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Plot_ProportionalOpsinExpression_BerminCoptodon_ggplot.R
2.47 KB
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ProportionalOpsinExpression_Bermin.csv
50.76 KB
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README.md
3.08 KB
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Rscript_BetaRegression_BerminOpsins.txt
1.60 KB
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Rscript_PlotConeSensitivity_BerminBarombi.R
794 B
Abstract
This study examines visual system evolution in the Bermin crater lake species flock in Cameroon, comprising 13 Coptodon species (9 valid, 4 undescribed). Using 109 retina transcriptomes, we analyzed opsin gene sequences and expression to assess variation across depth gradients and seasonal shifts in the migrating species Coptodon imbrifernus. Paired-end reads were mapped to seven cone opsin genes (sws1, sws2b, sws2a, rh2b, rh2aβ, rh2aα, lws), and relative expression was calculated using Geneious 9.1.4. We computed proportional opsin expression separately for single- and double-cone opsins, and used beta regression (R package betareg v3.2-1) to compare deep water species (Coptodon bythobates, Coptodon imbrifernus, Coptodon spongotroktis) with shallow-water species, as well as seasonal differences in C. imbrifernus. To estimate overall retinal sensitivity, we calculated weighted average cone sensitivities following Hofmann et al. (2009b), using experimentally measured λmax values from tilapia (Spady et al., 2006). We also compared the overall visual sensitivity profiles of Bermin species with those of the Barombi Mbo cichlid flock, based on opsin gene expression. Our results reveal depth-related differences in opsin gene expression, suggesting that visual adaptation in this system occurs primarily at the level of gene expression.
Dataset DOI: 10.5061/dryad.zw3r228km
Description of the data and file structure
README – Dataset for Seeing in the deep: evolution of the opsin gene expression in Bermin crater lake cichlids
Contact Email: klodawskamonika@gmail.com
Project Description:
This dataset supports a study on opsin gene expression and visual sensitivity in the 13 endemic Coptodon species flock from Lake Bermin (Cameroon), exploring depth-related and seasonal variation in retinal visual systems.
Files and variables
File: Coptodon_OpsinExpression_BetaRegression.csv
Description:
Variables
- gene: Opsin gene: sws1, sws2b, sws2a, rh2b, rh2aβ, rh2aα, lws
- species: Scientific name of the cichlid species
- sex: Biological sex of the individual: male or female
- depth: Habitat depth classification:
deeporshallow - season: Sampling season:
dryorrainy - expression: Normalized expression value for each opsin gene
File: OverallConeSensitivities_Bermin_Barombi.csv
Description:
Variables
- Species: Scientific name of the cichlid species
- lake: Name of the lake: Bermin or Barombi
- singlecones: Photoreceptor type: single_cone (sws1, sws2b, sws2a)
- doublecones: Photoreceptor type: double_cone (rh2b, rh2aβ, rh2aα, lws)
File: Plot_ProportionalOpsinExpression_BerminCoptodon_ggplot.R
Description:
File: Rscript_BetaRegression_BerminOpsins.txt
Description: R script performing beta regression on proportional opsin gene expression using betareg.
Variables
- Code for Kłodawska et al:
- Seeing in the deep: evolution of the opsin gene expression in Bermin crater lake cichlids:
- Molecular Biology and Evolution::
File: ProportionalOpsinExpression_Bermin.csv
Description: Proportional expression data for opsin genes per species (separately for single and double cones)
Variables
- species: Scientific name of the cichlid species
- ID: Sample number
- sex: Biological sex of the individual: male or female
- season : Sampling season:
dryorrainy - value: Normalized expression value for each opsin gene
- opsin: Opsin gene: sws1, sws2b, sws2a, rh2b, rh2aβ, rh2aα, lws
File: Rscript_PlotConeSensitivity_BerminBarombi.R
Description: R script to visualize overall cone sensitivity profiles across Bermin and Barombi species using ggplot2.
Code/software
R version 4.4.0
R packages: betareg, ggplot2, dplyr, statmod, numDeriv
Access information
Other publicly accessible locations of the data:
The original raw sequencing data (retina transcriptomes) will be published together with the associated manuscript. The accession number for the libraries will be provided in the manuscript upon publication.
Data was derived from the following sources:
The data were derived from newly generated retina transcriptomes of cichlid species from lakes Bermin and Barombi Mbo (Cameroon).
