Kristina Black
@kristinaleilani.bsky.social
67 followers 170 following 10 posts
Post-doc | NSF National Center for Atmospheric Research 🌊 Marine ecology and climate adaptation
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Reposted by Kristina Black
heatshok.bsky.social
New paper is out! We infer "isolation by environment" across landscape using random forest regression, and show how the resulting model (predicting optimal environment based on genotype) can be used in conservation. onlinelibrary.wiley.com/doi/epdf/10.... #RDAforest #GEA 🧪🌏
RDAforest: Identifying Environmental Drivers of Polygenic Adaptation
onlinelibrary.wiley.com
kristinaleilani.bsky.social
Mapping predicted variation (below) shows putative local adaptation across the reef, primarily driven by depth and water chemistry.

Our findings suggest that temperature wasn’t a main driver of genetic divergence, but depth and water chemistry may be more important when transplanting corals.
kristinaleilani.bsky.social
We found 3 cryptic genetic lineages in each coral species, structured similarly by depth. Within each lineage, variation was better explained by depth and water chemistry than temperature.
kristinaleilani.bsky.social
🪸🌊 New paper with @heatshok.bsky.social on environmental drivers of genetic divergence in Florida corals is out in Evolutionary Applications doi.org/10.1111/eva....

We investigated genotype-environment associations in two coral species across the Florida Reef Tract.
kristinaleilani.bsky.social
Our results indicate that depth and water chemistry play a more significant role in coral adaptation in Florida than temperature. This underscores the need to consider a variety of environmental factors, rather than focusing solely on temperature, when selecting populations for assisted gene flow.
kristinaleilani.bsky.social
These findings are relevant for planning assisted gene flow and restoration efforts: not just any warmer reef would be an optimal source of transplants. For example, if choosing coral genotypes to repopulate the Marquesas Keys, the upper keys (circled) may be more suitable than Looe Key nearby.
kristinaleilani.bsky.social
Visualizing the predicted environment-associated genetic variation on a map suggests that these associations reflect adaptation to certain aspects of the inshore-offshore environmental gradient.
kristinaleilani.bsky.social
We applied RDAforest for detecting genotype-environment associations and found that within-lineage variation was cumulatively explained by water chemistry (nitrogen, phosphorus, silicate, and salinity). Thermal parameters were also consistently important but had a relatively low explanatory power.
kristinaleilani.bsky.social
Both species comprised three genetically distinct lineages distributed across depths in a remarkably similar way- hereby referred to as the yellow (shallow-specialist), blue (shallow-preferring) and indigo (depth-tolerant) lineages.
kristinaleilani.bsky.social
New preprint on BioRxiv! doi.org/10.1101/2025...

We investigate environmental drivers of genetic adaptation in two corals sampled across the Florida Reef Tract. @heatshok.bsky.social
kristinaleilani.bsky.social
New paper on cryptic coral lineages in St. Croix, USVI 🪸🧬 The first five authors are undergraduates- very proud of these rising scientists 🎉 This work was done in collaboration with The Nature Conservancy @nature.org and @heatshok.bsky.social. Check it out! journals.plos.org/plosone/arti...