Biology subjects

Koch, T. L.

Publications and source records attributed to Koch, T. L..

11 recordsLinked to original sources

bioRxiv2026

Sparse autoencoder features from InterPLM predict neuropeptide precursors among secreted proteins

Neuropeptides are a diverse class of short, secreted signaling molecules that regulate key physiological processes in animals. Despite their important biological roles and increasingly recognized therapeutic value, the discovery of new neuropeptides remains challenging, largely because their short length and high sequence heterogeneity limit the effectiveness of motif- and homology-based approaches. Here, we present a pipeline for neuropeptide precursor prediction that leverages sparse autoencoders (SAEs) from InterPLM to decode dense ESM-2 protein language model embeddings into sparse, disentangled features. We identify a small subset of features strongly associated with neuropeptide precursors that achieve high discriminative performance. A logistic regression classifier trained on this reduced feature set, accurately separates human neuropeptide and non-neuropeptide sequences. We then applied this classifier to important model organisms: mouse (Mus musculus), zebrafish (Danio rerio), nematode (Caenorhabditis elegans), and fruit fly (Drosophila melanogaster ) and show that the approach generalizes across diverse species. Overall, InterPLM SAE features provide an interpretable and effective strategy for neuropeptide prediction and enable a trained classifier to predict neuropeptides from large datasets. A web tool for this classifier is freely available at https://biolib.com/ATGCACTGTTCAGGCCTC/SAE Neuropeptide-Predictor

bioinformatics↗

bioRxiv2026

Prey-specific toxins provide broad venom activity in cephalopods

Cephalopods are among the oceans most sophisticated predators that use camouflage, complex behaviors, and venom to subdue a wide range of prey. However, the functional role of venom across diverse prey remains poorly understood, particularly whether cephalopods deploy venom to capture fish. Through comprehensive transcriptomic profiling of venom glands, we identify toxins with molecular signatures of prey-specific adaptation, including a previously unrecognized family of peptide toxins, octotensins, that evolved through convergent evolution to mimic the vertebrate hormone neurotensin. Functional assays and cryo-electron microscopy demonstrate that octotensins potently activate fish and human neurotensin receptor 1, engage this target in a near-identical manner to the chordate hormone, and induce acute hypotension in rodents. Together, our findings demonstrate that cephalopods achieve broad venom activity through phylum-specific toxins, including those targeting fish, revealing an evolutionary strategy by which generalist predators can capture phylogenetically diverse prey. One-Sentence SummaryCephalopod venom comprises prey-specific toxins, including neurotensin-mimicking peptides that target fish.

systems biology↗

bioRxiv2026

Mimics of the chordate gut-brain hormone neurotensin in parasitic intestinal hookworms

Hookworms of the family Ancylostomatidae are intestinal parasites that infect hundreds of millions of people worldwide, contributing to malnutrition, anemia, and impaired development. While hookworms are known to secrete immunomodulatory molecules to evade host defenses, it has been unclear whether they also exploit host hormonal signaling. Here, we identify a previously unrecognized family of hookworm peptides, which we term ancylotensins. Ancylotensins share strong sequence similarity with the chordate hormone neurotensin, a key regulator of metabolism, gut-brain communication, and intestinal function. In vitro pharmacological assays, ex vivo gut contractility studies, and cryo-electron microscopy demonstrate that ancylotensins closely replicate both the structural and functional properties of mammalian neurotensin to modulate gut function. Furthermore, ancylotensins do not share common ancestry with chordate neurotensin and instead evolved independently via convergent evolution. These findings reveal the existence of gut peptide mimicry as a mechanism by which intestinal parasites can manipulate host physiology.

biochemistry↗

bioRxiv2025

Conkazal-M1 from the MKAVA family of conotoxins - a dual-function protease inhibitor and neuroactive peptide

Marine cone snails produce a diverse array of bioactive peptides, known as conotoxins, in their venom. Given their high target potency and specificity, conotoxins are attractive compounds for the development of precision research tools and pharmacological agents. Here, we provide the first experimental characterization of a conotoxin from the MKAVA superfamily, conkazal-M1, from Conus magus. Using NMR spectroscopy, we show that conkazal-M1 adopts a fold characteristic of the Kazal-type protease inhibitor family, featuring a Glu residue at the inhibitory P1 position. Recombinantly expressed conkazal-M1 inhibits the proteolytic activity of Subtilisin A with an apparent Ki of 1.1 M. In addition, conkazal-M1 partially inhibits calcium transients in mouse sensory neurons, suggesting a potential role in modulating ion-channel activity, as seen for many other toxins. The dual function of conkazal-M1 in protease inhibition and neuroactivity is analogous to the dual function of several toxins harboring a Kunitz-type fold. The well-conserved sequence of the MKAVAs indicates an evolutionary trajectory in which these proteins face an adaptive conflict, where mutations that enhance one activity compromise the other. Collectively, this work provides new structural and functional insights into a previously uncharacterized toxin superfamily in cone snails, illustrates how structural scaffolds can be repurposed for functions that diverge from the original while retaining their overall structure, and expands our understanding of the toxin arsenal available to venomous animals.

biochemistry↗

bioRxiv2025

Phylogenetic Diversity and Venom Gland Transcriptomics of Palauan Cone Snails (Conidae)

Cone snails (genus Conus Linnaeus, 1758) represent one of the most species-rich lineages of venomous marine snails, producing diverse and highly specialized toxins. While Conus diversity is particularly high in the Indo-Pacific, some regions, such as the archipelago of Palau, remain poorly studied. Here, we combine mitochondrial marker gene sequencing (COI, 12S, and 16S) and venom-gland transcriptomics to investigate the phylogenetic relationships and venom gene diversity of Palauan Conus species. We sampled 27 species, recovering mitochondrial sequences for 34-41 individuals per gene. Maximum-likelihood phylogenetic analysis revealed that most individuals group with known species, although several lineages show notable divergence from reference sequences. We additionally sequenced venom gland transcriptomes from 21 individuals representing 14 species, including three species for which no previous venom data exist. Comparative analysis showed largely consistent expression patterns at the superfamily level within species collected from different biogeographical regions, supporting conserved venom gene expression profiles. These results contribute foundational data for future studies of Conus evolution, biogeography, and toxin diversification in an underexplored biodiversity hotspot.

evolutionary biology↗

bioRxiv2025

From Neuropeptides to Toxins: Illuminating the Origins of Venom Complexity in Cone Snails

New genes and gene functions are key drivers of evolutionary innovation. Venomous animals, such as cone snails, provide striking examples of gene innovation, yet the mechanisms by which toxins arise remain poorly understood. Using the Conus textile genome, we uncover how neuropeptide genes were recruited into the venom and neofunctionalized as doppelganger toxins. We identify over 20 independent recruitment events that evolved dynamically across the Conus lineage. Rather than arising from ohnologs of a whole-genome duplication event [~]100 mya, these toxins evolved through diverse mechanisms, including exon shuffling, alternative splicing, and ectopic recombination, often facilitated by lineage-specific transposable elements. Our findings reveal a dynamic interplay between genome architecture and molecular innovation, offering broad insight into the evolution of complex gene repertoires in venoms and beyond. One-Sentence SummaryDoppelganger toxins reveal how modular gene architecture, including 5UTR reuse and TE-driven recombination, fuels gene innovation in cone snails.

evolutionary biology↗

bioRxiv2025

Structural similarities reveal an expansive conotoxin family with a two-finger toxin fold

Venomous animals have evolved a diverse repertoire of toxins with considerable pharmaceutical potential. The rapid evolution of peptide toxins, such as the conotoxins produced by venomous marine cone snails, often complicates efforts to infer their evolutionary relationships based solely on sequence information. Structural bioinformatics, however, can provide robust support. Here, we first solve the NMR structure of a macro-conotoxin from the MLSML superfamily, Tx33.1, which is composed of 124 residues, including 12 cysteines. We then apply deep learning-based methods for structure prediction and comparison to identify structural similarities between this toxin and five additional, previously uncharacterized conotoxin superfamilies. Although only three of these superfamilies exhibit sequence homology, a combined approach incorporating structure prediction, structure comparison, and gene structure analysis supports the conclusion that all six superfamilies share a common evolutionary past. The Tx33.1 NMR structure displays similarity to the first two domains of Argos, a secretory protein from Drosophila melanogaster that comprises three domains, each harboring two short {beta}-stranded loops ("fingers"). Consequently, we propose the name "two-finger toxin (2FTX)" fold for this type of domain. Finally, using structure similarity searches, we identify a wide range of 2FTX proteins in protostomes, including non-venom-derived, secretory cone snail proteins. This study demonstrates how structural bioinformatics can be employed to uncover evolutionary relationships among rapidly evolving genes. It simultaneously identifies a large, previously unrecognized group of protostome 2FTX proteins, many of which exhibit close structural similarity to Argos and may perform a similar function in regulating EGFR signaling.

evolutionary biology↗

bioRxiv2024

Placozoan secretory cell types implicated in feeding, innate immunity and regulation of behavior

Placozoa are millimeter-sized, flat, irregularly shaped ciliated animals that crawl on surfaces in warm oceans feeding on biofilms, which they digest externally. They stand out from other animals due to their simple body plans. They lack organs, body cavities, muscles and a nervous system and have only seven broadly defined morphological cell types, each with a unique distribution. Analyses of single cell transcriptomes of four species of placozoans revealed greater diversity of secretory cell types than evident from morphological studies, but the locations of many of these new cell types were unknown and it was unclear which morphological cell types they represent. Furthermore, there were contradictions between the conclusions of previous studies and the single cell RNAseq studies. To address these issues, we used mRNA probes for genes encoding secretory products expressed in different metacells in Trichoplax adhaerens to localize cells in whole mounts and in dissociated cell cultures, where their morphological features could be visualized and identified. The nature and functions of their secretory granules were further investigated with electron microscopic techniques and by imaging secretion in live animals during feeding episodes. We found that two cell types participate in disintegrating prey, one resembling a lytic cell type in mammals and another combining features of zymogen gland cells and enterocytes. We identified secretory epithelial cells expressing glycoproteins or short peptides implicated in defense. We located seven peptidergic cell types and two types of mucocytes. Our findings reveal mechanisms that placozoans use to feed and protect themselves from pathogens and clues about neuropeptidergic signaling. We compare placozoan secretory cell types with cell types in other animal phyla to gain insight about general evolutionary trends in cell type diversification, as well as pathways leading to the emergence of synapomorphies.

evolutionary biology↗

bioRxiv2024

Venom-inspired somatostatin receptor 4 (SSTR4) agonists as new drug leads for peripheral pain conditions

Persistent pain affects one in five people worldwide, often with severely debilitating consequences. Current treatment options, which can be effective for mild or acute pain, are ill-suited for moderate-to-severe persistent pain, resulting in an urgent need for new therapeutics. In recent years, the somatostatin receptor 4 (SSTR4), which is expressed in sensory neurons of the peripheral nervous system, has emerged as a promising target for pain relief. However, the presence of several closely related receptors with similar ligand-binding surfaces complicates the design of receptor-specific agonists. In this study, we report the discovery of a potent and selective SSTR4 peptide, consomatin Fj1, derived from extensive venom gene datasets from marine cone snails. Consomatin Fj1 is a mimetic of the endogenous hormone somatostatin and contains a minimized binding motif that provides stability and drives peptide selectivity. Peripheral administration of synthetic consomatin Fj1 provided analgesia in mouse models of postoperative and neuropathic pain. Using structure-activity studies, we designed and functionally evaluated several Fj1 analogs, resulting in compounds with improved potency and selectivity. Our findings present a novel avenue for addressing persistent pain through the design of venom-inspired SSTR4-selective pain therapeutics. One Sentence SummaryVenom peptides from predatory marine mollusks provide new leads for treating peripheral pain conditions through a non-opioid target.

pharmacology and toxicology↗

bioRxiv2022

Discovery of Novel Bilaterian Signaling Peptides Using Cone Snail Toxins

Peptide hormones and neuropeptides form a diverse class of signaling molecules that control essential processes in animals. Despite several breakthroughs in peptide discovery, many signaling peptides remain undiscovered. Recently, we demonstrated the use of somatostatin-like toxins from cone snail venom to identify homologous signaling peptides in prey. Here, we demonstrate that this toxin-based approach can be systematically applied to the discovery of other unknown bilaterian signaling peptides. Using large sequencing datasets, we searched for homologies between cone snail toxins and putative peptides from several important model organisms representing the snails prey. We identified five toxin families that share strong similarities with previously unknown signaling peptides from mollusks and annelids. One of the peptides was also identified in rotifers, brachiopods, platyhelminths, and arthropods, and another was found to be structurally related to crustacean hyperglycemic hormone, a peptide not previously known to exist in Spiralia. Based on several lines of evidence we propose that these signaling peptides not only exist but serve important physiological functions. Finally, we propose that the discovery pipeline developed here can be more broadly applied to other systems in which one organism has evolved molecules to manipulate the physiology of another.

evolutionary biology↗

bioRxiv2021

Reconstructing the Origins of a Neuropeptide Signaling System Using the Accelerated Evolution of Biodiverse Cone Snail Venoms

Somatostatin and its related peptides (SSRPs) form an important family of hormones with diverse physiological roles. The ubiquitous presence of SSRPs in vertebrates and several invertebrate deuterostomes suggests an ancient origin of the SSRP signaling system. However, the existence of SSRP genes outside of deuterostomes has not been established and the evolutionary history of this signaling system remains poorly understood. Our recent discovery of SSRP-like toxins (consomatins) in venomous marine cone snails (Conus) suggested the presence of a homologous signaling system in mollusks and potentially other protostomes. Here we identify the molluscan SSRP-like signaling gene that gave rise to the consomatin family. Following recruitment into venom, consomatin genes experience strong positive selection and repeated gene duplications resulting in the formation of a hyper-diverse family of venom peptides. Intriguingly, the largest number of consomatins was found in worm-hunting species (> 400 sequences), indicating a homologous system in annelids, another large protostome phylum. Comprehensive sequence mining enabled the identification of orthologous SSRP-like sequences (and their corresponding orphan receptor) in annelids and several other protostome phyla. These results establish the existence of SSRP-like sequences in many major branches of bilaterians, including xenacoelomorphs, a phylum believed to have emerged before the divergence of protostomes and deuterostomes, ~ 600 My ago. Finally, having a large set of predator-prey SSRP sequences available, we show that while the cone snails signaling SSRP-like genes are under purifying selection, in striking contrast, the consomatin genes experience rapid directional selection to target receptors in a changing mix of prey.

evolutionary biology↗