Oviposited eggs are sensitive to experimental heatwaves
Data files
Oct 10, 2025 version files 61.24 KB
-
Leeds_Egg_HW_Results_2025_sHW.csv
3.90 KB
-
Leeds_Egg_HW_Results_2025.csv
1.16 KB
-
Leeds_Egg.Counts.Fodder.csv
735 B
-
Life_Stage_Deaths_Long_HW_2025.csv
256 B
-
Lifestage_failures_LHW_210525.csv
402 B
-
Lifestage_failures_sHW_210525.csv
1.59 KB
-
README.md
8.98 KB
-
RScript_Oviposited_Eggs_Heatwaves.R
25.14 KB
-
Supporting_Information_Fig_1.3_2025.csv
1.95 KB
-
UEA_Egg_HW_Results_2025.csv
17.13 KB
Abstract
Extreme, variable heatwaves are predicted to increase in frequency under global warming, leading to thermal stress that can be damaging to biodiversity. Recently, it has been shown that exposure to heatwaves is detrimental for adult insect reproduction, reducing population viability. However, relatively little is known about how oviposited insect eggs, one of the early stages post-fertilisation, are affected by heatwaves. Here, we explore the impact of short- and longer-term thermal stress from experimental heatwaves in an economically important insect model, the red flour beetle (Tribolium castaneum). We uncovered that even short-term exposures (of 2 and 5 hours at 30, 40, 42, 44, 46, 48, and 50 °C) resulted in a drastic decline in the survival of oviposited eggs, a trend that was also observed when eggs experienced longer durations (1, 3, and 5 days at 42 °C). Experiments were run independently across two labs, with results found to be reproducible, reinforcing confidence in the findings. Collectively, our results suggest that oviposited eggs (early embryos) may be particularly vulnerable to heatwaves, even when the exposures are brief.
Dataset DOI: 10.5061/dryad.80gb5mm39
Description of the data and file structure
Oviposited eggs are sensitive to experimental heatwaves
This study investigates the consequences of short- and long-term heatwave exposures on oviposited insect eggs (Tribolium castaneum) and subsequent embryonic survival, as well as developmental stage failures were quantified. Overall, from an outbred stock population (non-overlapping generations), we set up these assays. This work constitutes data files (.csv) and an Rscript file.
Everyone involved (except MJGG) in the study contributed to data collection. Miss. Natasha Brown (research technician) helped with some of the pilot study counts, helped curate the material, and ran the assays.
File: UEA_Egg_HW_Results_2025.csv
Dataset describing adult counts (from lab A) when eggs were exposed to short-term experimental heatwaves across temperatures (°C) and durations (hours – h).
Fodder quantity (7.5 grams – g)
Column A: Location
Lab A, where the assays were conducted
Column B: Day
Day when the experiments were run, levels: 5 (as short-term exposures were run across five independent days)
Column C: temp
Experimental heatwave exposure (°C)
Column D: duration (hours- h)
Duration the eggs were exposed, levels: 2 (2 h and 5 h)
Column E: count
Adults counted after the eggs were exposed
Column F: Date Collected
Date when the heatwaves were run and the offspring counted
Leeds_Egg_HW_Results_2025_sHW.csv
Dataset describing adult counts (from lab B) when eggs were exposed to short-term experimental heatwaves across temperatures (°C) and durations (hours – h).
Column A: temp
Experimental heatwave exposure (°C)
Column B: fodder
Fodder quantity (7.5 grams – g)
Column C: duration (hours- h)
Duration the eggs were exposed, levels: 2 (2 h and 5 h)
Column D: Rep
Individual replicates within each treatment, and a random ID given to the samples
Column E: Rand.Code
A random code was used to anonymize all the information, which allowed for control of any biases when running the assays
Column F: Off.Counts
Offspring counts
Column G: Pupae
Dead pupae counts within the batches
Column H: Larvae
Dead larval counts
Column I: Treat
Short-term heatwave treatment (description only)
Column J: Day
The day that the assays were run (random blocks) in Lab B
Leeds_Egg_HW_Results_2025.csv
Dataset describing adult counts (from lab B) when eggs were exposed to long-term experimental heatwaves across temperatures (°C) and durations (hours – h).
Fodder: 7.5 g
Column A: ID
Replicate sample ID
Column B: Temp
Experimental heatwave exposure (°C)
Column C: Days.Exposed
Heatwave exposure (in days)
Column D: Counts
Offspring counts (adults that eclosed after eggs were exposed)
Column E: Life.Stage
Life stages that failed during development after the fertilised, unhatched oviposited eggs were exposed to long-term heatwaves
Column F: Notes
Nominal data describing the stage (dead or alive)
Column G: Heatwave
Long-term heatwave (descriptive)
Leeds_Egg.Counts.Fodder.csv
Dataset describing egg counts (from labs A and B) from a subset of samples (in 7.5 g of fodder) from the short-term heatwaves, frozen at the time of setting up the assays. These counts were done on anonymised batches that were then de-anonymized, and the sample IDs were compared once the egg counts were completed for plotting.
Column A: ID
Replicate sample ID
Column B: Loc
Location where the samples were collected from
Column C: Fodder.mass (grams – g), without oats, just flour + yeast.
Mass of the container with the fodder was measured using an electronic AND balance to the second decimal point (XX.XX g)
Column D: Egg.Counts
Eggs counted
Column E: Larvae
Whether at the point of eggs being frozen, whether any of the eggs hatched or not. So the presence of larvae was checked at the time of the egg counts
Column F: Assayed
When the egg count assays were carried out (day)
Column G: Sample.Block
Block the samples came from (e.g., A-E or Sat and Sun)
Column H: Scoop
Not applicable; cells are empty
Life_Stage_Deaths_Long_HW_2025.csv
Dataset describing life stage deaths (from lab B, in 7.5 g of fodder) from the short-term heatwaves.
Column A: Rep
Replicate sample ID
Column B: Temp (°C)
Heatwave temperature (°C)
Column C: Fodder (grams – g),
Fodder mass used
Column D: Duration (hours - h)
Duration in hours
Column E: Offspring
Total number of offspring counted across replicate pots
Column F: Deaths
Life stages that had died during their development
Column G: Prop.Dead (number)
Proportion dead, life stage – Deaths/Offspring
Column H: Stage (nominal)
Life stage that died
Column I: Day (nominal)
Day the assays were carried out
Lifestage_failures_LHW_210525.csv
Dataset describing life stage deaths (from lab B, in 7.5 g of fodder) from the long-term heatwaves.
Column A: Temp (°C)
Heatwave temperature (°C)
Column B: Duration (days - d)
Duration in hours
Column C: Off.Counts
Total number of offspring counted across replicate pots
Column D: Deaths
Life stages that had died during their development
Column E: Percent (number)
Percentage of the life stage that died, calculated as – Deaths/Off.Counts
Column F: Life.Stage (nominal)
Life stage that died
Column G: Replicates
Replicate sample number
Column H: Fodder (grams – g),
Fodder mass used
Column I: Type (nominal)
Heatwave type
Lifestage_failures_sHW_210525.csv
Summarised dataset describing life stage deaths (from lab B, in 7.5 g of fodder) from the short-term heatwaves.
Column A: Temp (°C)
Heatwave temperature (°C)
Column B: Off.Counts
Total number of offspring counted across replicate pots
Column C: Deaths
Life stages that had died during their development
Column D: Percent (number)
Percentage of the life stage that died, calculated as – Deaths/Off.Counts
Column E: Life.Stage (nominal)
Life stage that died
Column F: Day (nominal)
Day the assays were run
Column G: Duration (hours - h)
Duration the heatwaves were run for
Column H: Replicates
Replicate sample number
Column I: Fodder (grams – g),
Fodder mass used
Column I: Type (nominal)
Heatwave type
Supporting_Information_Fig_1.3_2025.csv
Summarised dataset describing impacts of short-term heatwaves on oviposited eggs when this was initially run as a pilot study.
Column A: Blinded_code
Temperature treatments (°C) that were anonymized using a code
Column B: ID
Replicate ID for each sample
Column C: Counts
Offspring counts
Column D: Duration (hours - h)
Duration the heatwaves were run for
Column E: ForT (grams – g),
Fodder mass used
Column F: Rep
Replicate sample number
Column G: Counted by
User who counted the offspring
Column H: Species
Species ID
Column I: Set up
User for setting up
Column J: Expt
Experiment ID
Column K: Date
Not applicable
Code
File: RScript_Oviposited_Eggs_Heatwaves.R
R Session Info:
R version 4.5.0 (2025-04-11)
Platform: aarch64-apple-darwin20
Running under: macOS Sequoia 15.5
Matrix products: default
BLAS: /System/Library/Frameworks/Accelerate.framework/Versions/A/Frameworks/vecLib.framework/Versions/A/libBLAS.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRlapack.dylib; LAPACK version 3.12.1
locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
time zone: Europe/London
tzcode source: internal
attached base packages:
[1] stats graphics grDevices utils datasets methods base
other attached packages:
[1] ggpubr_0.6.0 lubridate_1.9.4 forcats_1.0.0 stringr_1.5.1 dplyr_1.1.4 purrr_1.0.4 readr_2.1.5 tidyr_1.3.1
[9] tibble_3.2.1 tidyverse_2.0.0 Rmisc_1.5.1 plyr_1.8.9 lattice_0.22-6 ggplot2_3.5.2
loaded via a namespace (and not attached):
[1] gtable_0.3.6 crayon_1.5.3 compiler_4.5.0 ggsignif_0.6.4 tidyselect_1.2.1 Rcpp_1.0.14
[7] scales_1.4.0 R6_2.6.1 labeling_0.4.3 generics_0.1.4 Formula_1.2-5 backports_1.5.0
[13] car_3.1-3 pillar_1.10.2 RColorBrewer_1.1-3 tzdb_0.5.0 rlang_1.1.6 broom_1.0.8
[19] stringi_1.8.7 timechange_0.3.0 cli_3.6.5 withr_3.0.2 magrittr_2.0.3 grid_4.5.0
[25] rstudioapi_0.17.1 hms_1.1.3 lifecycle_1.0.4 vctrs_0.6.5 rstatix_0.7.2 glue_1.8.0
[31] farver_2.1.2 abind_1.4-8 carData_3.0-5 tools_4.5.0 pkgconfig_2.0.3
