Publications

Browse through our lab's publications and stay informed about our latest findings.

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arXiv

BARMPy: Bayesian Additive Regression Models Python Package

Danielle Van Boxel 2024

We make Bayesian Additive Regression Networks (BARN) available as a Python package, barmpy, with documentation at this url for general machine learning practitioners. Our object-oriented design is compatible with SciKit-Learn, allowing usage of their tools like cross-validation. To ease learning to use barmpy, we produce a companion tutorial that expands on reference information in the documentation. Any interested user can pip install barmpy from the official PyPi repository. barmpy also serves as a baseline Python library for generic Bayesian Additive Regression Models.

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Data science
arXiv

Bayesian Additive Regression Networks

Danielle Van Boxel 2024

We apply Bayesian Additive Regression Tree (BART) principles to training an ensemble of small neural networks for regression tasks. Using Markov Chain Monte Carlo, we sample from the posterior distribution of neural networks that have a single hidden layer. To create an ensemble of these, we apply Gibbs sampling to update each network against the residual target value (i.e. subtracting the effect of the other networks). We demonstrate the effectiveness of this technique on several benchmark regression problems, comparing it to equivalent shallow neural networks, BART, and ordinary least squares. Our Bayesian Additive Regression Networks (BARN) provide more consistent and often more accurate results. On test data benchmarks, BARN averaged between 5 to 20 percent lower root mean square error. This error performance does come at the cost, however, of greater computation time. BARN sometimes takes on the order of a minute where competing methods take a second or less. But, BARN without cross-validated hyperparameter tuning takes about the same amount of computation time as tuned other methods. Yet BARN is still typically more accurate.

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Data science
Insect Systematics and Evolution

Holarctic Lineages Cannot Inform Diversity and Evolution in the Neotropics – the barklice family Psocidae as a case study

Valentina Sarria-Rodríguez, Ranulfo Gonzalez-Obando, Nelson Rivera-Franco, Heiber Cardenas-Henao, and Cristian Román-Palacios 2024

Despite tropical species comprising nearly 60% of Psocidae species, previous studies examining the Psocidae phylogeny have undersampled tropical diversity (<40% species in trees). Here we discuss the systematics of the Psocidae based on the most comprehensive species-level sampling of the Psocidae. We infer the phylogenetic position of 43 previously unsampled Neotropical species in the Psocidae phylogeny. We find that Neotropical psocids are generally not closely related to morphologically similar taxa in the Holarctic region. Consequently, the monophyletic status for the major groups within Psocidae (subfamilies and tribes) is recovered only when Holarctic groups are sampled (7–10 of 11 higher-level groups are monophyletic) but violated when Neotropical species are also sampled in the tree (1 of 11 higher-level groups are monophyletic). Our study pinpoints at the downfalls of simply extending taxonomic knowledge from lineages of a certain area (i.e. Holarctic) to inform diversity and evolution of lineages in other regions (i.e. Neotropics).

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Taxonomy
Authorea

Online toolkits for collaborative and inclusive global research in urban evolutionary ecology

Amy Savage, Meredith Willmott, Pablo Moreno, Daijiang Li, Anna Malesis, Zuzanna Jagiełło, Lindsay Miles, Hanna Kuzyo, Cristian Román-Palacios, David Salazar, Brian Verrelli, Kristin Winchell, Marina Alberti, Elizabeth Carlen, Cleo Falvey, Lauren Johnson, Ella Martin, John Marzluff, Jason Munshi-South, Megan Phifer-Rixey, Ignacy Stadnicki, Marta Szulkin, Santago Bonilla-Bedoya, Yuyu Zhou, Kiyoko Gotanda 2024

Urban evolutionary ecology is inherently interdisciplinary. Moreover, it is a field with global significance. However, bringing researchers and resources together across fields and countries is challenging. Therefore, an online collaborative research hub, where common methods and best practices are shared among scientists from diverse geographic, ethnic, and career backgrounds would make research focused on urban evolutionary ecology more inclusive. Here, we describe a freely available online research hub for toolkits that facilitate global research in urban evolutionary ecology. We provide rationales and descriptions of toolkits for: (1) decolonizing urban evolutionary ecology; (2) identifying and fostering international collaborative partnerships; (3) common methods and freely-available datasets for trait mapping across cities; (4) common methods and freely-available datasets for cross-city evolutionary ecology experiments; and (5) best practices and freely available resources for public outreach and communication of research findings in urban evolutionary ecology. We outline how the toolkits can be accessed, archived, and modified over time in order to sustain long-term global research that will advance our understanding of urban evolutionary ecology.

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Data science
Ecology
Software
EcoEvoRxiv

Same data, different analysts: variation in effect sizes due to analytical decisions in ecology and evolutionary biology

Elliot Gould, ... [184 authors] ..., Cristian Román-Palacios, ... [68 authors]..., Emily M. Tompkins 2023

Although variation in effect sizes and predicted values among studies of similar phenomena is inevitable, such variation far exceeds what might be produced by sampling error alone. One possible explanation for variation among results is differences among researchers in the decisions they make regarding statistical analyses. A growing array of studies has explored this analytical variability in different (mostly social science) fields, and has found substantial variability among results, despite analysts having the same data and research question. We implemented an analogous study in ecology and evolutionary biology, fields in which there have been no empirical exploration of the ]variation in effect sizes or model predictions generated by the analytical decisions of different researchers. We used two unpublished datasets, one from evolutionary ecology (blue tit, Cyanistes caeruleus, to compare sibling number and nestling growth) and one from conservation ecology (Eucalyptus, to compare grass cover and tree seedling recruitment), and the project leaders recruited analyst teams, comprising analysts, to investigate the answers to prespecified research questions. Analyses conducted by these teams yielded usable effects for the blue tit dataset, and usable effects for the Eucalyptus dataset. We found substantial heterogeneity among results for both datasets, although the patterns of variation differed between them. For the blue tit analyses, the average effect was convincingly negative, with less growth for nestlings living with more siblings, but there was near continuous variation in effect size from large negative effects to effects near zero, and even effects crossing the traditional threshold of statistical significance in the opposite direction. In contrast, the average relationship between grass cover and Eucalyptus seedling number was only slightly negative and not convincingly different from zero, and most effects ranged from weakly negative to weakly positive, with about a third of effects crossing the traditional threshold of significance in one direction or the other. However, there were also several striking outliers in the Eucalyptus dataset, with effects far from zero. For both datasets, we found substantial variation in the variable selection and random effects structures among analyses, as well as in the ratings of the analytical methods by peer reviewers, but we found no strong relationship between any of these we recommend viewing this manuscript in html format at https://egouldo.github.io/ManyAnalysts/ and deviation from the meta-analytic mean. In other words, analyses with results that were far from the mean were no more or less likely to have dissimilar variable sets, use random effects in their models, or receive poor peer reviews than those analyses that found results that were close to the mean. The existence of substantial variability among analysis outcomes raises important questions about how ecologists and evolutionary biologists should interpret published results, and how they should conduct analyses in the future.

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Data science
Ecology
Frontiers

Physiological cold tolerance evolves faster than climatic niches in plants

Yin Wen, Qing Ye, Cristian Román-Palacios, Hui Liu, Guilin Wu 2023

Understanding how plants respond to thermal stress is central to predicting plant responses and community dynamics in natural ecosystems under projected scenarios of climate change. Although physiological tolerance is suggested to evolve slower than climatic niches, this comparison remains to be addressed in plants using a phylogenetic comparative approach. In this study, we compared i) the evolutionary rates of physiological tolerance to extreme temperatures with ii) the corresponding rates of climatic niche across three major vascular plant groups. We further accounted for the potential effects of hardening when examining the association between physiological and climatic niche rates. We found that physiological cold tolerance evolves faster than heat tolerance in all three groups. The coldest climatic-niche temperatures evolve faster than the warmest climatic-niche temperatures. Importantly, evolutionary rates of physiological cold tolerance were faster than rates of change in climatic niches. However, an inverse association between physiological cold tolerance and responding climatic niche for plants without hardening was detected. Our results indicated that plants may be sensitive to changes in warmer temperatures due to the slower evolutionary rates of heat tolerance. This pattern has deep implications for the framework that is being used to estimate climate-related extinctions over the upcoming century

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Evolution
Evolution

Digest: Unveiling the role of chemical communication in lizard diversification

Cristian Román-Palacios 2023

Although many studies looking at the role that sexual selection plays in macroevolution have focused on the involvement of visual and acoustic signals, the potential influence of chemical communication remains unexplored. Instead of focusing on well-studied instances of sexually selected traits, Murali et al. analyze chemical communication to test whether sexual selection could help explain large-scale species diversity patterns in lizards. Their results suggest that, at least in lizards, chemical communication is uncoupled from differential diversification dynamics across clades.

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Evolution
Methods in Ecology and Evolution

The phruta R package: increasing access, reproducibility, and transparency in phylogenetic analyses

Cristian Román-Palacios 2023

Current practices for assembling phylogenetic trees often recur to sequence data stored in GenBank. However, the molecular and taxonomic make-up of sequences deposited in GenBank is generally not very clear. phruta, a newly developed r package, is designed to primarily improve access to genetic data stored in GenBank. Functions in phruta further enable users to assemble single- and multi-gene molecular datasets, and run basic phylogenetic tasks, all within r. The structure of the functions implemented in phruta aim to allow users to assemble simple workflows for particular tasks, which are in turn expected to increase reproducibility of relatively simple phylogenies. To support the use of phruta by researchers in different fields with variable levels of coding expertise, this paper presents the first version of salphycon, a shiny web app that aims to increase access to the fundamental functions in the phruta r package.

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Evolution
Software
Data science
Zootaxa

Goniurosaurus wangshu sp. nov., a new species of Tiger Gecko from Guangdong, China (Squamata: Eublepharidae)

Xiao-Yu Zhu, Guang-Yu Chen, Cristian Román-Palacios, Zheng Li, and Zhu-Qing He 2022

A new species of Tiger Gecko in the genus Goniurosaurus is described from Guangdong, China. This new species, Goniurosaurus wangshu sp. nov. is the fifth species of Goniurosaurus found in karst topography of Guangdong. It is distinguished morphologically from congeners in this region by the combination of thirteen precloacal pores in male; dorsal ground color of head, body, and limbs in adults yellow; and iris orange. To validate our morphological inferences and support the description of Goniurosaurus wangshu sp. nov. as a new species, we sequenced 16S, CMOS, cytb, and RAG1 gene regions and performed molecular phylogenetic analyses. Phylogenetic analysis places the new species within the G. yingdeensis group and highlights the evolutionary distinction between this new species and other described congeners

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Taxonomy
Ecology letters

The origins of global biodiversity on land, sea, and freshwater

Cristian Román-Palacios, Daniela Moraga-Lopez, and John J. Wiens 2022

Many biodiversity studies focus on explaining high tropical species richness, but an equally dramatic yet understudied pattern involves the divergent richness of land, sea and freshwater. Here, we reveal the origins of these richness differences among habitats across animals and plants. Most plant and animal species are terrestrial, although these habitats cover only ~28% of Earth's surface. Marine habitats have fewer species over a larger area (~70%). Freshwater habitats have relatively high richness and exceptional phylogenetic diversity given their tiny area (2%). The relative richness of habitats is related to variation in diversification rates. Based on ancestral reconstructions of habitat, we find that most marine species are descended from marine ancestors and most terrestrial species from freshwater ancestors. Yet, most extant animal richness in freshwater is derived from terrestrial ancestors. Overall, our results reveal the origins of fundamental but neglected biodiversity patterns, and highlight the conservation importance of freshwater habitats

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Ecology
Evolution
Zootaxa

A new species of whip spider, Sarax sinensis sp. nov., from Fujian, China (Arachnida: Amblypygi: Charinidae)

Cristian Román-Palacios, Yherson Franchesco Molina-Henao, and Michael S. Barker. 2020. 2022

To date, only two whip spider species have been recorded in China. We describe a new species, Sarax sinensis sp. nov., from Fujian, China. This species is morphologically similar to S. ioanniticus (Kritscher, 1959), S. israelensis (Miranda et al., 2016), and S. seychellarum (Kraepelin, 1898), but can be distinguished by the combination of the following characters: 35 segments in leg I tarsus, eight teeth on cheliceral claw, and four dorsal and ventral spines respectively on pedipalp femur. To examine the evolutionary history of S. sinensis sp. nov., we sequenced 12S, 16S, and COI gene regions of our specimens and inferred its phylogenetic position. The inferred phylogenetic trees placed the new species within Sarax, with its closest relative being distributed across the western Asia. The type specimens are deposited in the Museum of Biology, East China Normal University (ECNU).

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Taxonomy
PeerJ

treedata.table: a wrapper for data.table that enables fast manipulation of large phylogenetic trees matched to data

Cristian Román-Palacios, April Wright, and Josef Uyeda 2021

The number of terminals in phylogenetic trees has significantly increased over the last decade. This trend reflects recent advances in next-generation sequencing, accessibility of public data repositories, and the increased use of phylogenies in many fields. Despite R being central to the analysis of phylogenetic data, manipulation of phylogenetic comparative datasets remains slow, complex, and poorly reproducible. Here, we describe the first R package extending the functionality and syntax of data.table to explicitly deal with phylogenetic comparative datasets. treedata.table significantly increases speed and reproducibility during the data manipulation steps involved in the phylogenetic comparative workflow in R. The latest release of treedata.table is currently available through CRAN (https://cran.r-project.org/web/packages/treedata.table/). Additional documentation can be accessed through rOpenSci (https://ropensci.github.io/treedata.table/).

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Evolution
Software
Data science
Zootaxa

A new species of whip spider, Weygoldtia hainanensis sp. nov., from Hainan, China (Arachnida: Amblypygi: Charinidae)

Xiao-Yu, Zhu, Shi-Yang Wu, S. Y., Yi-Juao Liu, Chris R. Reardon, Cristian Román-Palacios, Zheng Li, Zhu-Qing He 2021

To date, only one species of whip spider has been recorded in China. Here, we describe a new species, Weygoldtia hainanensis sp. nov., from Hainan, China. The new species is morphologically similar to W. davidovi (Fage, 1946) and W. consonensis Miranda et al. 2021, but can be distinguished with a combination of the following characters: 26 segments in tibia I, 6-7 teeth on chelicerae, distitibia IV trichobothria sc and sf series each with 10-11 trichobothria. To validate our morphological inferences and support the erection of W. hainanensis sp. nov. as a new species, we sequenced the COI gene region for two individuals and performed molecular phylogenetic analyses. The inferred phylogenetic trees placed the new species within Weygoldtia and highlighted the evolutionary distinction between W. hainanensis sp. nov. and currently described whip spiders. The type specimens are deposited in the Museum of Biology, East China Normal University (ECNU).

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Taxonomy
Zootaxa

Goniurosaurus chengzheng sp. nov., a new species of Leopard Gecko from Guangxi, China (Squamata: Eublepharidae)

Xiao-Yu Zhu, Yi-Jiao, Liu, Yun, Bai, Cristian Román-Palacios, Zheng Li, Zhu-Qing He 2021

Six species of geckos in the genus Goniurosaurus have been recorded from Guangxi, China. Here we describe a new species, Goniurosaurus chengzheng sp. nov. The new species is similar to allied species from Guangxi, but unique in a combination of the following characters: (1) four body bands with three between limb insertions; (2) precloacal pores 20; (3) body color reddish- brown; (4) snout to eye distance: eye to ear distance < 1. We used the mitochondrial genes 16S and cytb to confirm the distinctiveness of the species and place it within a molecular phylogeny of Goniurosaurus. The type specimens are deposited in the Museum of Biology, East China Normal University (ECNU).

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Taxonomy
Journal of Evolutionary Biology

Animal chromosome counts reveal similar range of chromosome numbers but with less polyploidy in animals compared to flowering plants

Cristian Román-Palacios, Cesar A. Medina, Shing H. Zhan, Michael S. Barker 2021

Understanding the mechanisms that underlie chromosome evolution could provide insights into the processes underpinning the origin, persistence and evolutionary tempo of lineages. Here, we present the first database of chromosome counts for animals (the Animal Chromosome Count database, ACC) summarizing chromosome numbers for ~15,000 species. We found remarkable a similarity in the distribution of chromosome counts between animals and flowering plants. Nevertheless, the similarity in the distribution of chromosome numbers between animals and plants is likely to be explained by different drivers. For instance, we found that while animals and flowering plants exhibit similar frequencies of speciation-related changes in chromosome number, plant speciation is more often related to changes in ploidy. By leveraging the largest data set of chromosome counts for animals, we describe a previously undocumented pattern across the Tree of Life—animals and flowering plants show remarkably similar distributions of haploid chromosome numbers.

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Evolution
Data science
Frontiers in Earth Science

Patterns of element incorporation in calcium carbonate biominerals recapitulate phylogeny for a diverse range of marine calcifiers

Robert N. Ulrich, Maxence Guillermic, Julia Campbell, Abbas Hakim, Rachel Han, Shayleen Singh, Justin D. Stewart, Cristian Román-Palacios, Hannah M. Carroll, Ilian DeCorte, Rosaleen E. Gilmore, Whitney Doss, Aradhna Tripati, Justin B. Ries, Robert A. Eagle. 2021

Elemental ratios in biogenic marine calcium carbonates are widely used in geobiology, environmental science, and paleoenvironmental reconstructions. It is generally accepted that the elemental abundance of biogenic marine carbonates reflects a combination of the abundance of that ion in seawater, the physical properties of seawater, the mineralogy of the biomineral, and the pathways and mechanisms of biomineralization. Here we report measurements of a suite of nine elemental ratios (Li/Ca, B/Ca, Na/Ca, Mg/Ca, Zn/Ca, Sr/Ca, Cd/Ca, Ba/Ca, and U/Ca) in 18 species of benthic marine invertebrates spanning a range of biogenic carbonate polymorph mineralogies (low-Mg calcite, high-Mg calcite, aragonite, mixed mineralogy) and of phyla (including Mollusca, Echinodermata, Arthropoda, Annelida, Cnidaria, Chlorophyta, and Rhodophyta) cultured at a single temperature (25◦C) and a range of pCO2 treatments (ca. 409, 606, 903, and 2856 ppm). This dataset was used to explore various controls over elemental partitioning in biogenic marine carbonates, including species-level and biomineralizationpathway-level controls, the influence of internal pH regulation compared to external pH changes, and biocalcification responses to changes in seawater carbonate chemistry. The dataset also enables exploration of broad scale phylogenetic patterns of elemental partitioning across calcifying species, exhibiting high phylogenetic signals estimated from both uni- and multivariate analyses of the elemental ratio data (univariate: λ = 0– 0.889; multivariate: λ = 0.895–0.99). Comparing partial R 2 values returned from nonphylogenetic and phylogenetic regression analyses echo the importance of and show Frontiers in Earth Science | www.frontiersin.org 1 May 2021 | Volume 9 | Article 641760 Ulrich et al. Elemental Ratios Recapitulate Phylogeny that phylogeny explains the elemental ratio data 1.4–59 times better than mineralogy in five out of nine of the elements analyzed. Therefore, the strong associations between biomineral elemental chemistry and species relatedness suggests mechanistic controls over element incorporation rooted in the evolution of biomineralization mechanisms

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Evolution
Ecology
Geosciences
Biological Reviews

Speciation across the Tree of Life

Tania Hernández-Hernández, Elizabeth C. Miller, Cristian Román-Palacios, and John J. Wiens 2021

Much of what we know about speciation comes from detailed studies of well-known model systems. Although there have been several important syntheses on speciation, few (if any) have explicitly compared speciation among major groups across the Tree of Life. Here, we synthesize and compare what is known about key aspects of speciation across taxa, including bacteria, protists, fungi, plants, and major animal groups. We focus on three main questions. Is allopatric speciation predominant across groups? How common is ecological divergence of sister species (a requirement for ecological speciation), and on what niche axes do species diverge in each group? What are the reproductive isolating barriers in each group? Our review suggests the following patterns. (i) Based on our survey and projected species numbers, the most frequent speciation process across the Tree of Life may be co-speciation between endosymbiotic bacteria and their insect hosts. (ii) Allopatric speciation appears to be present in all major groups, and may be the most common mode in both animals and plants, based on non-overlapping ranges of sister species. (iii) Full sympatry of sister species is also widespread, and may be more common in fungi than allopatry. (iv) Full sympatry of sister species is more common in some marine animals than in terrestrial and freshwater ones. (v) Ecological divergence of sister species is widespread in all groups, including ~70% of surveyed species pairs of plants and insects. (vi) Major axes of ecological divergence involve species interactions (e.g. host-switching) and habitat divergence. (vii) Prezygotic isolation appears to be generally more widespread and important than postzygotic isolation. (viii) Rates of diversification (and presumably speciation) are strikingly different across groups, with the fastest rates in plants, and successively slower rates in animals, fungi, and protists, with the slowest rates in prokaryotes. Overall, our study represents an initial step towards understanding general patterns in speciation across all organisms.

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Evolution
Ecology
Global Ecology and Biogeography

Evolutionary time best explains the latitudinal diversity gradient of living freshwater fish diversity

Elizabeth C. Miller and Cristian Román-Palacios 2021

Aim: The evolutionary causes of the latitudinal diversity gradient are debated. Hypotheses have ultimately invoked either faster rates of diversification in the tropics or more time for diversification owing to the tropical origins of higher taxa. Here, we perform the first test of the diversification rate and time hypotheses in freshwater ray-finned fishes, a group comprising nearly a quarter of all living vertebrates. Location: Global. Time period: 368–0 Ma. Major taxa studied: Extant freshwater ray-finned fishes. Methods: Using a mega-phylogeny of actinopterygian fishes and a global database of occurrence records, we estimated net diversification rates, the number of colonizations and regional colonization times of co-occurring species in freshwater drainage basins. We used generalized additive models to test whether these factors were related to latitude. We then compared the influence of diversification rates, numbers of colonizations, colonization times and surface area on species richness, and how these factors are related to each other. Results: Although both diversification rates and time were related to richness, time had greater explanatory power and was more strongly related to latitude than diversification rates. Other factors (basin surface area and number of colonizations) also helped to explain richness but were unrelated to latitude. The most diverse freshwater basins of the world (Amazon and Congo rivers) were dominated by lineages having Mesozoic origins. The temperate groups dominant today arrived near the Cretaceous–Palaeogene boundary, leaving comparatively less time to build richness. Diversification rates and colonization times were inversely related: recently colonized basins had the fastest rates, whereas ancient species-rich faunas had slower rates. Main conclusions: We concluded that time is the leading driver of latitudinal disparities in richness in freshwater fish faunas. We suggest that the most likely path to building very high species richness is through diversification over long periods of time, rather than through rapid diversification.

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Evolution
Ecology
Zootaxa

Goniurosaurus gezhi, a new gecko species from Guangxi, China (Squamata: Sauria: Eublepharidae)

Xiao-Yu Zhu, Guang-Yu Chen, Cristian Román-Palacios, Zheng Li, and Zhu-Qing He 2020

Five species of geckos in the genus Goniurosaurus had been recorded from Guangxi, China. Here we describe a new species, Goniurosaurus gezhi sp. nov. Zhu, He & Li. The new species is similar to those found in Guangxi and Guizhou provinces of China and Northern Vietnam, but unique in a combination of the following characters: (1) three body bands between limb insertions; (2) precloacal pores 18–20; (3) body small (SVL=70.6–83.8 mm); (4) body color orange to yellow. We evaluated the phylogenetic position of this new species based on the 16S mitochondrial gene. Molecular phylogenies validate this new species as distinct to currently described lineages within Goniurosaurus. The type specimens are deposited in the Museum of Biology, East China Normal University (ECNU).

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Taxonomy
Proceedings of the Royal Society B

Polyploidy increases overall diversity despite higher turnover than diploids in the Brassicaceae

Cristian Román-Palacios, Yherson Franchesco Molina-Henao, and Michael S. Barker 2020

Although polyploidy is widespread across the plant Tree of Life, its long-term evolutionary significance is still poorly understood. Here, we examine the effects of polyploidy in explaining the large-scale evolutionary patterns within angiosperms by focusing on a single family exhibiting extensive interspecific variation in chromosome numbers. We inferred ploidy from haploid chromosome numbers for 80% of species in the most comprehensive species-level chronogram for the Brassicaceae. After evaluating a total of 94 phylogenetic models of diversification, we found that ploidy influences diversification rates across the Brassicaceae. We also found that despite diversifying at a similar rate to diploids, polyploids have played a significant role in driving present-day differences in species richness among clades. Overall, in addition to highlighting the complexity in the evolutionary consequences of polyploidy, our results suggest that rare successful polyploids persist while significantly contributing to the long-term evolution of clades. Our findings further indicate that polyploidy has played a major role in driving the longterm evolution of the Brassicaceae and highlight the potential of polyploidy in shaping present-day diversity patterns across the plant Tree of Life.

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Evolution
PNAS

Recent responses to climate change reveal the drivers of species extinction and survival

Cristian Román-Palacios, and John J. Wiens 2020

Climate change may be a major threat to biodiversity in the next 100 years. Although there has been important work on mechanisms of decline in some species, it generally remains unclear which changes in climate actually cause extinctions, and how many species will likely be lost. Here, we identify the specific changes in climate that are associated with the widespread local extinctions that have already occurred. We then use this information to predict the extent of future biodiversity loss and to identify which processes may forestall extinction. We used data from surveys of 538 plant and animal species over time, 44% of which have already had local extinctions at one or more sites. We found that locations with local extinctions had larger and faster changes in hottest yearly temperatures than those without. Surprisingly, sites with local extinctions had significantly smaller changes in mean annual temperatures, despite the widespread use of mean annual temperatures as proxies for overall climate change. Based on their past rates of dispersal, we estimate that 57–70% of these 538 species will not disperse quickly enough to avoid extinction. However, we show that niche shifts appear to be far more important for avoiding extinction than dispersal, although most studies focus only on dispersal. Specifically, considering both dispersal and niche shifts, we project that only 16–30% of these 538 species may go extinct by 2070. Overall, our results help identify the specific climatic changes that cause extinction and the processes that may help species to survive

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Climate change
Nature

Five tips for nailing your US-based graduate-school applications

Cristian Román-Palacios 2019

Cristian Román-Palacios discusses how to deal with the bureaucracy and make a great case for yourself.

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Academia
Evolution letters

Evolution of diet across the Animal Tree of Life

Cristian Román-Palacios, Joshua Scholl, and John J. Wiens 2019

What an animal eats is a fundamental aspect of its biology, but the evolution of diet has not been studied across animal phylogeny. Here, we performed a large-scale phylogenetic analysis to address three unresolved questions about the evolution of animal diets. (i) Are diets conserved across animal phylogeny? (ii) Does diet influence rates of species proliferation (diversification) among animal phyla? (iii) What was the ancestral diet of animals and major animal clades? We analyzed diet data for 1087 taxa, proportionally sampled among animal phyla based on the relative species richness of phyla. Our survey suggests that across animals, carnivory is most common (63%), herbivory less common (32%), and omnivory relatively rare (3%). Despite considerable controversy over whether ecological traits are conserved or labile, we found strong conservatism in diet over extraordinarily deep timescales. We found that diet is unrelated to rates of species diversification across animal phyla, contrasting with previous studies showing that herbivory increased diversification within some important groups (e.g., crustaceans, insects, and mammals). Finally, we estimated that the ancestor of all animals was most likely carnivorous, as were many major phyla (e.g., arthropods, molluscs, and chordates). Remarkably, our results suggest that many carnivorous species living today may have maintained this diet through a continuous series of carnivorous ancestors for >800 million years.

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Evolution
Ecology
Evolution

BAMM gives misleading results in simulated and empirical datasets

Andreas L. Meyer, Cristian Román-Palacios, and John J. Wiens 2018

In a previous paper, we used simulations and empirical data to show that BAMM (Bayesian Analysis of Macroevolutionary Mixtures) can give misleading estimates of rates and rate shifts. In simulations, BAMM underestimated rate shifts across every tree analyzed, and assigned incorrect rates to most clades in most trees. In empirical analyses, BAMM behaved as expected from simulations, and assigned different rates to clades when clades were analyzed alone versus across the tree (i.e., with rate heterogeneity). Rabosky recently criticized our paper, focusing primarily on the idea that our comparison of BAMM to another approach (methodof-moments estimators of Magallon and Sanderson, or MS estimators) was unfair to BAMM. Here, we provide further evidence ´ that BAMM gives misleading rate estimates in empirical studies. We then describe how Rabosky’s rown method comparisons were either acknowledged as being problematic or were described inaccurately (to favor BAMM). Finally, we show that the MS estimators can perform well when rates vary over time, despite untested assertions that they require constant rates to be accurate. Many other methods are available for analyzing diversification rates: we argue that BAMM should be avoided for estimating both diversification rates and rate shifts.

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Evolution
Data science
Dugesiana

Checklist of ‘Psocoptera’(Psocodea) of Colombia and identification key to families

Alfonso N. Garcia-Aldrete, Nancy S. Carrejo, Julian Mendivil, Nadia Calderón, Oscar Saenz, Jefferson Panche, Cristian Román-Palacios, and Ranulfo Obando-Obando 2018

We present a list of 720 species of ‘Psocoptera’ recorded in Colombia, based on the examination of specimens deposited in the collections of the Alexander von Humboldt Institute and in the Entomological Museum of the Universidad del Valle. We include records of specimens recently collected in several National Natural Parks and other natural areas in Colombia. Species previously recorded in the literature are also listed here. The number of psocids recorded in Colombia until 2002 (79 species) corresponded to only 11.0% of what is currently known based on our study. We highlight that about 60% of the species recorded since 2010 were undescribed, 135 of which have been recently described by our research group. An identification key to the 28 psocid families known in Colombia is included. Even though psocids have been largely ignored from the taxonomic research in Colombia, we show that the group diversity is still to be uncovered in the country. Further studies must be conducted to understand the distribution of psocids among and within localities, and emphasize that additional extensive fieldwork is highly required.

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Taxonomy
Journal of Biogeography

The Tortoise and the Finch: testing for island effects on diversification using two iconic Galápagos radiations

Cristian Román-Palacios, and John J. Wiens 2018

Aims: Islands are widely recognized as natural laboratories for evolutionary studies, but many questions about evolution on islands remain unresolved. Here we address two general questions from a macroevolutionary perspective. First, do lineages on islands have increased diversification rates relative to mainland lineages? Second, does the same geographical context (e.g., same archipelago) have similar effects on diversification in unrelated groups? We focused on Darwin’s finches and Galapagos tortoises, two endemic radiations from the Galapagos Islands, and the larger families in which they are embedded. Location: Global. Methods: We estimated a new time-calibrated phylogeny for tortoises (Testudinidae). Then, we examined their macroevolutionary patterns and compared them to those of Darwin’s finches and relatives (Thraupidae), using a published thraupid tree. Specifically, we estimated and compared diversification rates between islands and the mainland and between the Galapagos Islands and all other regions, using clade-based and species-based approaches. Results: Contrary to expectations, occurrence on islands in general did not significantly increase diversification rates in tanagers or tortoises. However, occurrence in the Galapagos Islands in particular was associated with increased speciation and diversification rates, and explained ~28% of the variation in diversification rates for thraupids and ~46% for testudinids. Both Darwin’s finches and Galapagos tortoises were unique within each family in exhibiting the highest diversification rates. The congruence of these macroevolutionary patterns between both radiations supports a strong “place-dependent” effect on diversification associated with the Galapagos. Finally, we found that Darwin’s finches diversified ~2–8 times faster than Galapagos tortoises. Main conclusions: Our results show that occurring on islands in general did not increase diversification rates in these clades, but occurrence in the Galapagos did. We also show that dramatic local-scale differences in diversification rates between clades in the Galapagos parallel global-scale differences in diversification rates between these families and between birds and turtles overall.

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Evolution
Molecular Phylogenetics and Evolution

When did Anolis lizards diverge? A comparison of multiple dating strategies

Cristian Román-Palacios, Rosario Castañeda, and Jose Julian Tavera 2018

Whereas most of the studies that discuss the evolutionary divergence of Anolis lizards have dated the clade’s crown group in between 31 and 64Ma, a single study has recovered a significantly older age for the same node (87Ma). These differences also entail notable consequences on the preferred biogeographical hypothesis for the whole clade. Here we analyze a total of seven dating strategies by combining three calibration sources in independent BEAST runs to infer the most probable divergence timing for anole lizards (a mitochondrial rate for ND2 gene, the Anolis dominicanus fossil, and a group of fossils assigned to the Priscagamines, Iguanines, and Idontosaurus clades). Based on the estimated timing, we also addressed whether chronograms differ the most in deeper or shallower nodes by exploring the trend in the standard deviation of mean ages between chronograms across time. Next, we focus on the pattern for a single shallow node by hypothesizing the biogeography of the island-endemic Malpelo anole (Anolis agassizi), and evaluating the temporal congruence between the species’ divergence and the island geology. The estimated set of ages suggests that anoles most likely diverged 72Ma (71–73Ma), with the crown group established around 58Ma (51–65Ma). Dispersal is therefore supported as the major driver in the biogeography of the group (and in Caribbean lineages in particular). Our analyses also indicated that (1) rate-based analyses pulled dates toward younger ages, (2) the differences in node ages between chronograms decrease towards the tips regardless of the position of the constrained node, and that (3) the estimated age for deep nodes (e.g. Anolis stem) is highly influenced when deep nodes are also constrained. The latter two results imply that the estimated age for shallower nodes is largely unaffected by the used temporal constraint. The congruence of all chronograms for the Malpelo anole also support this finding. Anolis agassizi was found to have diverged before the emergence of Malpelo island in each analysis (anole: 19–31Ma vs. Malpelo island: 16–17Ma). We recommend when performing absolute dating analyses to first test for sequence saturation in the analyzed dataset (especially when calibrations are based on molecular rates). Our study also points out the importance of using of multiple node constraints, especially when placed deeply in the tree, for fossil–based divergence dating analyses.

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Evolution
Insect Systematics and Evolution

Molecular phylogeny of sea skaters and their freshwater relatives (Hemiptera: Heteroptera: Gerridae: Halobatinae)

Cristian Román-Palacios, Jakob Damgaard, Lanna Cheng, Felipe Ferraz Figueiredo Moreirae, Tom A. Weir, and Herbert Zettle 2018

We investigated the phylogenetic relationships among seven of the ten Halobatinae genera (Heteroptera: Gerridae) based on COI+II, 16S rRNA, and 28S rRNA genes. Our analyses recovered monophyly of Halobatinae, and suggested paraphyly of Metrocorini caused by the position of Ventidius and Esakia. Since our phylogenies did not infer monophyly of the subgenus Halobates (s.str.) within Halobatini, we synonymized Austrobates and Halobates (Hilliella) with Halobates. We confirmed that (1) the limnic lifestyle of Metrocorini was ancestral in Halobatinae, (2) the marine lifestyle evolved only once in the common ancestor of Asclepios + Halobates, (3) the limnic lifestyle of some members of Halobates was independently derived from marine ancestors, and that (4) the open ocean was colonized at least three times in Halobates. A catalogue of Halobatinae organized according to an updated classification is presented, including all known geographic distributions, bibliographical references, and additional notes to all species of the subfamily.

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Evolution
Revista de Biologia Tropical

On the Data Deficient amphibians from Colombia

Cristian Román-Palacios, and Alejandro Valencia-Zuleta 2018

Whereas more than 10 % of global amphibian richness is known to occur in Colombia, almost 16 % of these species are currently classified as Data Deficient according to the IUCN. These estimates suggest that the available data for a large portion of amphibians occurring in Colombia is insufficient to assess extinction risk. Here we aim to (1) review the available information on the distribution of the Colombian Data Deficient (DD hereafter) amphibians, (2) analyze their geographic distribution, and (3) evaluate the relationship between anthropogenic impact and their current conservation status. For this, we first compiled geographical records for the DD amphibian species using primary sources. Geographical records were obtained mainly from taxonomic descriptions and non-systematic surveys. We then estimated the geographical range and inferred the potential distribution for each species using letsR and MaxEnt, respectively. We quantified the human footprint for each species and tested the relationship between spatial distribution and anthropogenic change across populations. Analyses are here based on 128 of the 129 DD amphibian species that occur in Colombia. We found that most of these species were recently described and have small geographic ranges. A large proportion of these DD amphibians inhabit the Colombian Andes, and their populations have been strongly affected by human activities. Overall, the spatial clustering suggests that many of these species have faced similar environmental and anthropogenic pressures that have contributed to their rareness. We also suggest that the conservation status for several of the analyzed DD amphibians should be changed to account for the threats they face. Rev. Biol. Trop. 66(3): 1272-1281. Epub 2018 September 01.

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Ecology
Data science
Boletin del Museo de Entomologia de la Universidad del Valle

On the divergence of Psocidae (Psocodea, Psocomorpha): Fossils or biogeography

Cristian Román-Palacios, Yherson Franchesco Molina-Henao, and Ranulfo Gonzalez-Obando 2017

With more than 900 valid species, Psocidae is the most diverse family of psocodeans. Even though the availability of molecular has allowed hypothesizing on the phylogenetic relations for the different lineages, the evolutionary timing is still poorly discussed and the influence of intrinsic and extrinsic factors on their diversification is hitherto unknown. In this paper, we aim to test the temporal congruence of three evidences (i.e., two fossils and one biogeographical constraint), and discuss the correlation between clade’s age and other major events (e.g., geological, ecological). We found that family Psocidae likely diverged during the Mesozoic – Paleozoic transition. Moreover, the subsequent splits of the major sub-lineages occurred in a short time interval between 68 to 77 Mya. These dates also correspond to diversification shifts in multiple angiosperm lineages and the increase in global temperature.

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Evolution
Taxonomy
Biota Colombiana

Lista anotada de la herpetofauna del departamento del Quindío, Colombia

Cristian Román-Palacios, Sara Fernández–Garzón, Alejandro Valencia–Zuleta, Andrés F. Jaramillo–Martínez, and Ronald A. Viáfara–Vega 2017

The increasing uncertainty about the conservation status of the different biological groups emphasizes the importance of concentrating efforts on gathering diversity records. In Colombia, biological explorations have revealed priority areas for conservation, but the lack of information about topics as species distribution, restricts both the emphasis and efficiency of conservation efforts. In particular, Quindío department represents an important area of faunal interest due to its geographical position and climatic conditions. However, still lacks of basic information for an comprehensive discussion of local diversity. This works aims to summarize the information on richness, geographic distribution and diversity of the herpetofauna in the department. Published information from different bibliographic resources indicates that about 108 species of amphibians and reptiles (48 and 57 spp. respectively) coexist within the political boundaries. Among these, the genus Anolis and Pristimantis recorded the highest species diversity. Despite the reduced department’s size, the species that have been recorded exhibit remarkable ecological importance and also act as a reservoir of diversity regarding surrounding areas.

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Taxonomy
Boletin Cientifico Centro de Museos Museo de Historia Natural de la Universidad de Caldas

Uso de microhábitat por anuros en un fragmento de bosque seco intervenido del Magdalena medio, Guarinocito, Colombia

Cristian Román-Palacios, Sara Fernández-Garzon, Jenny Johana Gallo-Franco, Alan Giraldo-Lopez, Monica Hernandez-Lopez, and Wilmar Bolivar-Garcia 2017

The anuran assemblages in three habitats (forest, lake and quarry) with different degrees of human disturbance present in a dry forest fragment in the Farm La Española, Guarinocito, Caldas, were compared. Extensive routes samplings were conducted using visual encounter surveys (VES), from which abundance and microhabitat use were recorded for each one of the species within the different habitats, and the record of environmental variables describing the sampling area such as temperature, relative humidity, and water ponds perimeter, was carried out. A total of 13 anurans species were found, among which Engystomops pustulosus recorded the most relative abundance with a catch rate of 5.16 individuals per hour. Significant differences were found in diversity between the studied habitats being lower in the forest where there were lower richness but better dominance. The rate of replacement of species between habitats was 71%, showing pond and quarry the greater similarity in anurofauna composition. The use of substrate by each species was different between habitats (χ2, p<0.05) and only two species (Leptodactylus fragilis and L. colombiensis) showed high variability in the modified habitats.

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Ecology
Revista MVZ Cordoba

Dieta y reproducción de Bryconamericus caucanus (Characiformes: Characidae) en La Venada, Río Quindío, Colombia

Cristian Román-Palacios, and Cesar Román Valencia 2016

Objectives: The reproductive and trophic ecology of Bryconamericus caucanus was analyzed in la Venada creek, Quindío river, Alto Cauca, Colombia. Materials and methods. Individuals were collected between January and December 2013. Multivariate analyses were performed to compare the trophic characteristics of the species between climatic periods (wet and dry), sexes, and sexual maturity (juvenile and adults). We also analyzed the condition factor (K) and the numerical (%N), volumetric (%V), and frequency (%Fo) percentages for each prey. We tested for deviations in the sex proportion using chi-squared tests and we also estimated the Gonodosomatic Index (GSI) and absolute fecundity (Fa). Results. A total of 162 individuals (SL: 40-75 mm) were here analyzed. B. caucanus is an insectivorous fish (86.47% IRI) that mainly feeds on the orders Ephemeroptera (Baetidae; 27.71%), Hymenoptera (Formicidae; 23.57%), Diptera (Simuliidae 17.36%; Chironomidae 9.79%), and Trichoptera (Hydropsychidae; 8.04). Multivariate analyses showed differences between climatic periods, with the lowest richness occurring during dry season. Between sexes, females showed the widest trophic niche. Adults, on the other hand, showed a wider trophic niche than juveniles. The species has two reproductive peaks during rainy seasons which are also related to the increase in the trophic richness during the same periods (March-April, September-November). Conclusions. We found that B. caucanus has an incipient trophic differentiation between ontogenic stages and sexes. Trophic differences are remarkable between climatic periods. The two spawning periods for the species occur during the beginning of the wet seasons (March-April, September-November).

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Ecology
European Journal of Taxonomy

Historical biogeography of Thyrsophorini psocids and description of a new Neotropical species of Thyrsopsocopsis (Psocodea: Psocomorpha: Psocidae)

Cristian Román-Palacios, Alfonso Neri García-Aldrete, and Ranulfo Gonzalez Obando 2016

When based on phylogenetic proposals, biogeographic historic narratives have a great interest for hypothesizing paths of origin of the current biodiversity. Among the many questions that remain unsolved about psocids, the distribution of Thyrsophorini represents still a remarkable enigma. This tribe had been considered as exclusively Neotropical, until the description of Thyrsopsocopsis thorntoni Mockford, 2004, from Vietnam. Three hypotheses have been proposed to explain this atypical distribution, recurring to dispersal, vicariance and morphological parallelism between lineages, but the lack of evidence has not allowed a unique support. Here, we describe a new Neotropical species of Thyrsopsocopsis, and also attempt to test the three biogeographical hypotheses in a phylogenetic context. In our analyses, the position of Cycetes (Cycetini) and Thyrsopsocopsis among Thyrsophorini psocids is well resolved, suggesting a dispersal event from the Neotropics for both genera.

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Taxonomy
Zootaxa

Uncovering the diversity of the neotropical genus Elaphopsocus (‘Psocoptera’: Psocidae: Amphigerontiinae): from one to ten species

Cristian Román-Palacios, Ranulfo Obando-Gonzalez, and Alfonso Neri Aldrete 2016

For 75 years, the genus Elaphopsocus was considered a monotypic lineage of neotropical psocids. As a result of recent work in South America, this genus presently includes seven species from Brazil and Colombia. We here describe three new species from the East Colombian high Andes.

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Taxonomy
Zootaxa

A new Neotropical genus of Blastini (Psocodea:’Psocoptera’: Psocidae: Amphigerontiinae)

Cristian Román-Palacios, and Alfonso N. García Aldrete 2015

A monotypic genus of Psocidae (Amphigerontiinae: Blastini) from Santiago de Cali, Colombia, is here described and illustrated. It differs from Chaetopsocidus Badonnel, from the Páramo de Monserrate, near Bogotá, in having setae on the forewing veins.

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Taxonomy
Comunicaciones en Estadistica

Information criteria on multimodel selection of parametric regression: Biological applications

Daniela Moraga Lopez, and Cristian Román-Palacios 2015

When carrying out modelling analysis using experimental data is important to obtain a measure of the relative fit of the each model as a primary selection criterion. In this sense, there are few studies based on multi-model selection techniques for the theoretical representation of data sets, so it is common to incur in a misinterpretation of the existing patterns, or even more, the incorrect extrapolation and prediction based on the wrong model. This paper is intended to evaluate in 40 datasets from various ecological published studies the effectiveness of the linear regression model designated by the authors by contrasting with six regression models using the Akaike and Bayesian information criteria, and furthermore to discuss its implications on subsequent interpretations made. It was found that the linear regression model was successful only in 13.35% of the datasets (15% of datasets for AIC and 11.7% of datasets for BIC ), but in the other hand, the logarithmic model was the most successful model in 38.5% of the cases (35% of datasets for AIC and 41.1% of the datasets for BIC), casting doubts on the efficiency of the linear regression over other types of regression under biological data.

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Data science
Zootaxa

The genus Elaphopsocus Roesler (Psocodea:’Psocoptera’: Psocidae) with six new species from Brazil and Colombia

Cristian Román-Palacios, Ranulfo Gonzalez Obando, and Alfonso Neri Garcia Aldrete 2015

Six new species of Elaphopsocus Roesler from Brazil and Colombia are described and illustrated. Revised generic diagnoses are provided for Elaphopsocoides and Elaphopsocus; based on the structure of the male hypandrium and phallosome three species groups are recognized in Elaphopsocus.

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Taxonomy
Revista Mexicana de Biodiversidad

Hábitos tróficos de dos especies sintópicas de carácidos en una quebrada de alta montaña en los Andes de Colombia

Cristian Román-Palacios, and Cesar Román Valencia 2015

To analyze the degree of trophic overlap, 2 species of Neotropical characins were considered: Hemibrycon brevispini and Bryconamericus caucanus. Both species have been identified as having an insectivorous diet with a tendency to consume mayflies, hymenopterans, and dipterans. It was found that these fish share 65% of food items, which is reflected in their high trophic overlap (QS = 0.620). There is also no difference between the abundances of prey consumed. The values of trophic breadth, diversity, evenness, and richness were higher in B. caucanus than in H. brevispini, which explains the ecological flexibility exhibited by B. caucanus throughout its wide range of geographical distribution compared to H. brevispini. In these taxa, syntopy is mainly due to the high abundance of resources available during the year

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Ecology
Data science
Zootaxa

Elaphopsocoides, a new genus of Psocidae (Psocodea: ’Psocoptera’) from Valle del Cauca, Colombia

Cristian Román-Palacios, Alfonso Neri García Aldrete, and Ranulfo Gonzalez-Obando 2014

Two new species of Elaphopsocoides n. gen. from Valle del Cauca, Colombia, are here described and illustrated. The new genus is related to Elaphopsocus Roesler, but differs from it mostly in the hypandrial projections and in phallosome structure. The female subgenital plate has a distinct, median, posterior projection. The types are deposited in the Entomology Museum, Universidad del Valle (MUSENUV), Santiago de Cali, Colombia.

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Taxonomy
Caldasia

Trophic and reproductive ecology of a neotropical characid fish Hemibrycon brevispini (Teleostei: Characiformes)

Cristian Román-Palacios, Cesar Román Valencia, and Donald C. Taphorn 2014

Hemibrycon brevispini is a Neotropical characid fish endemic in La Venada Creek, a headwater tributary of the Quindío River of Colombia (Cauca River drainage). It is mainly a diurnal insectivore with a diet dominated by benthic dipterans (Chironomidae, Simuliidae, Psychodidae, Culicidae, Calliphoridae, Dixidae and Muscidae), hymenopterans (Formicidae and Vespidae) and ephemeropterans (Baetidae), as well as allochthonous prey and items eaten accidentally. Microhabitats of mountain streams with lower water velocity tend to have more riparian vegetation and the associated terrestrial arthropods that are consumed by H. brevispini. It has three peaks in reproduction: December, April and August. Average fecundity was 776 mature oocytes per female.

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Ecology
Remote Sensing of Environment

Using CloudSat to advance the global precipitation climatology project (GPCP) over Antarctica

Mohammad Reza Ehsani, Ali Behrangi, Cristian Román-Palacios, George J. Huffman, Robert F. Adler 2024

Remote sensing-based precipitation products face several challenges in high latitudes and specifically over frozen surfaces (i.e., snow and ice). Consequently, precipitation estimates tend to be lower in quality over these regions, including Antarctica, the coldest continent on Earth. In this study, we developed a method for adjusting precipitation estimates over Antarctica by leveraging CloudSat's ability to capture snowfall compared to other satellite products over snow and ice surfaces. We addressed limitations of CloudSat, such as poor spatiotemporal sampling, noise, and incomplete coverage near the poles. We utilized the European Centre for Medium-Range Weather Forecasts (ECMWF) Reanalysis 5th Generation (ERA5) to guide development, particularly during the period when the TIROS Operational Vertical Sounder (TOVS) was contributing. We adjusted monthly and seasonal TOVS and Atmospheric Infrared Sounder – Infrared (AIRS-IR) precipitation biases over Antarctica at the pixel level, as these two products are the primary inputs for the Global Precipitation Climatology Project (GPCP) in high latitudes. We assessed the adjusted TOVS and AIRS-IR through analyses of geographical maps and time series of monthly and seasonal mean precipitation rates. The results are encouraging, indicating that the proposed approach could replace the current approach used in the GPCP for adjusting precipitation estimates from AIRS-IR and TOVS over Antarctica. Adjusting precipitation estimates from TOVS and AIRS-IR using the proposed approach improves the Kling-Gupta efficiency (KGE) over their entire period by 162% and 147%, respectively. Moreover, the proposed approach can be applied to adjust other precipitation products over Antarctica at the pixel level, including satellites and reanalysis products.

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Data science
Climatology