The research, published in the journal Coral Reefs, was led by Sergio D. Guendulain-García of the National Autonomous University of Mexico together with colleagues from several Mexican institutions. The team set out to map what they call the morphofunctional space of coral species in the Eastern Tropical Pacific, a region stretching from the Gulf of California to northern Peru where reef-building corals endure some of the most volatile ocean conditions on Earth. El Niño events, seasonal swings, and upwelling drive constant fluctuations in temperature, salinity, pH, and nutrient availability, and in response the region hosts comparatively few coral genera, dominated by Porites, Pavona, Psammocora, and above all Pocillopora, the branching corals that form the backbone of most Eastern Pacific reef frameworks and feature prominently in restoration projects.

That dominance of a single genus posed both a scientific puzzle and an unexpected opportunity. Pocillopora colonies are notoriously plastic, shifting their growth forms in response to their environment, and different species within the genus look maddeningly similar. This overlap has long blurred the connection between colony shape and species identity, making it difficult to quantify what each species contributes to reef function. To cut through the ambiguity, the researchers assembled a dataset of 206 three-dimensional models spanning nine coral species, drawing on curated skeletal collections held at Universidad del Mar in Oaxaca and the Autonomous University of Baja California Sur, along with living colonies from a coral restoration site in Bahía de la Paz run by the local NGO Efecto Arena. The specimens ranged from 3.2 to 54.4 centimeters in maximum diameter, capturing the latitudinal, environmental, and depth gradients across which these species occur.

The digitization itself combined two complementary techniques. Skeletons from the museum collections were scanned with a structured light scanner, the EinScan H2, which resolves surface details to within a tenth of a millimeter; each colony was rotated through eight angular positions on a turntable to build a complete 360-degree model. Living colonies were captured underwater using structure-from-motion photogrammetry, with photographers from an Olympus TG6 camera shooting overlapping photo sets at 50 centimeters for overall shape and 15 centimeters for fine branch detail, then processed in Agisoft Metashape and cleaned, oriented, and reconstructed with standard mesh-repair tools. Previous work by the same group has shown that models from either method can be used interchangeably for colony-level analysis, which gave the team confidence in mixing sources.

From each 3D model, the researchers extracted six morphofunctional traits previously developed for quantifying coral shape. Sphericity and convexity together describe how compact a colony’s volume is, tracing a gradient from solid, boulder-like massive forms to open, airy branching ones; less compact shapes generally offer more habitat and refuge space. Packing and rugosity capture surface complexity, from the smooth faces of encrusting corals to the convoluted tangle of branching species, a property linked to biomass per unit skeleton, light harvesting, and the abundance of microhabitats. Finally, the first moments of area and volume describe top-heaviness, the vertical distribution of a colony’s mass, which influences how colonies compete for light and space, how firmly they anchor the reef framework, and how they withstand physical disturbance. The team also measured shelter capacity, the void space a colony creates beneath and among its branches, and weighed skeletons to estimate calcium carbonate content.

When the trait data were fed into a principal component analysis, the results were emphatic. The analysis recovered 86.5 percent of the total morphofunctional variation, with the first component alone accounting for 60.2 percent, driven overwhelmingly by packing and sphericity. The plots revealed a clean separation between massive corals such as Pavona and Porites and the branching Pocillopora, with only marginal overlap. Perhaps more intriguingly, the Eastern Pacific pattern differed from what studies in the Caribbean and Indo-Pacific have found, where convexity tends to dominate. Lacking the tabular morphologies that create large inter-colonial spaces elsewhere, Eastern Pacific variation appears driven mainly by how biomass is distributed across the colony surface through the dense arrangement of micro-refugia created by branching Pocillopora.

The discriminant analysis then delivered the study’s pivotal insight. While massive and branching groups were statistically distinct, the species within each group were not: Mahalanobis distances revealed no significant differences among the branching Pocillopora species, nor among the massive species, even though all species classifications were significant as groups overall. In other words, the formally recognized Pocillopora species of the Eastern Tropical Pacific occupy almost identical morphofunctional space. This finding echoes genetic studies that have struggled to separate Pocillopora morphospecies, and it carries a consoling ecological implication: if one species declines, others may fill its structural role, a redundancy that could buffer the region’s reefs against the loss of individual taxa.

It is precisely this redundancy that made the toolkit possible. Because all Pocillopora species share essentially the same shape-function relationships, the team pooled them and fit mathematical models relating two easy field measurements, maximum colony diameter and projected planar area, to the harder-to-obtain three-dimensional traits. Power models best described most relationships, with a linear fit for surface area against projected area, and every model explained more than 80 percent of the variance. Practitioners can now measure a colony’s diameter with a tape measure, or derive its planar area from aerial orthomosaics, and immediately estimate its surface area, volume, shelter volume, calcium carbonate content, and moments of area and volume, translating those numbers into assessments of habitat provision, structural complexity, carbonate contribution, and restoration performance.

The practical implications extend well beyond academic curiosity. Most coral restoration programs still gauge success by counting transplants and tracking survival and growth, metrics that quantify effort but say little about how colonies actually function on the reef. Three-dimensional photogrammetry offers a richer picture but remains costly and time-consuming for many groups. By eliminating the need for specialized scanning equipment and avoiding the handling of living colonies, the predictive equations remove the main barriers to routine functional monitoring across large restoration programs in the Eastern Pacific, where Pocillopora is the workhorse genus of most interventions.

The authors are careful to note the limits of their approach. Colony-scale metrics should not be assumed to scale linearly to whole reefscapes, because neighboring colonies interact in ways that generate emergent properties, from branch interlocking and fused shelter spaces to collective refuge generation and altered local turbulence, that individual models cannot capture. Dense aggregations of Pocillopora frequently form structurally interconnected patches across the region, and future research, the team argues, should incorporate colony interactions and spatial arrangement into multi-scale 3D frameworks linking individual morphology to ecosystem-level function. Even so, the toolkit marks a meaningful step toward making functional assessment of coral reefs as routine as measuring coral cover, offering scientists and restoration practitioners a faster, cheaper, and less invasive window into the hidden architecture of reef life.

Subject of Research: Three-dimensional morphometric analysis and predictive trait modeling of Eastern Tropical Pacific reef corals

Article Title: Tropical Eastern Pacific coral morphometrics: a toolkit for coral studies

Article References: Tropical Eastern Pacific coral morphometrics: a toolkit for coral studies. (n.d.). https://doi.org/10.1007/s00338-026-02939-3

Image Credits: AI Generated

DOI: 10.1007/s00338-026-02939-3

Keywords: coral reefs, Pocillopora, Eastern Tropical Pacific, morphometrics, 3D photogrammetry, morphofunctional traits, structural complexity, coral restoration, functional redundancy, habitat provision, calcium carbonate, reef ecology