{"id":289703,"date":"2025-11-17T05:06:09","date_gmt":"2025-11-17T05:06:09","guid":{"rendered":"https:\/\/www.newsbeep.com\/au\/289703\/"},"modified":"2025-11-17T05:06:09","modified_gmt":"2025-11-17T05:06:09","slug":"evolutionary-trends-in-the-vertebral-morphology-of-extant-delphinidae-bmc-ecology-and-evolution","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/au\/289703\/","title":{"rendered":"Evolutionary trends in the vertebral morphology of extant Delphinidae | BMC Ecology and Evolution"},"content":{"rendered":"<p>Disentangling the processes that drive the evolution of complex biological structures is a major aim of evolutionary biology. Multivariate data in comparative studies can reflect various signals (e.g., ecological, allometric, phylogenetic, or combinations thereof; [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 32\" title=\"Collyer ML, Adams DC. Phylogenetically aligned component analysis. Methods Ecol Evol. 2021;12:359\u201372. &#010;                  https:\/\/doi.org\/10.1111\/2041-210X.13515&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR32\" id=\"ref-link-section-d420350664e1367\" rel=\"nofollow noopener\" target=\"_blank\">32<\/a>]). In this study, we employed 3D landmark configurations, a functional subdivision of the vertebral column in 24 dolphin species (Family Delphinidae), and phylogenetic comparative methods to test the effects of phylogenetic, ecological and allometric signals along the vertebral column of the most diverse cetacean family.<\/p>\n<p>Our results indicate that vertebral morphology in dolphins is shaped by distinct but overlapping signals: strong ecological effects on the thorax-torso boundary (ThTo), the mid torso (Tm), and the synclinal point (SP); vertebral size effects, particularly ThTo and SP; and phylogenetic constraints on Tm, SP, and the tailstock (TS). These findings suggest that different regions of the column evolve under varying combinations of ecological, allometric, and phylogenetic influences.<\/p>\n<p>Ecological signal<\/p>\n<p>Previous studies on cetacean vertebral morphology have mainly focused on ecological signal [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Gillet A, Fr\u00e9d\u00e9rich B, Parmentier E. Divergent evolutionary morphology of the axial skeleton as a potential key innovation in modern cetaceans. Proc R Soc B. 2019;286:20191771. &#10;                  https:\/\/doi.org\/10.1098\/rspb.2019.1771&#10;                  &#10;                .\" href=\"#ref-CR8\" id=\"ref-link-section-d420350664e1380\">8<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Marchesi MC, Mora MS, Dans SL, Coscarella MA, Gonz\u00e1lez-Jos\u00e9 R. Vertebral morphology in partially sympatric dolphins: a 3D approach. Front Mar Sci. 2020;7:581762. &#10;                  https:\/\/doi.org\/10.3389\/fmars.2020.581762&#10;                  &#10;                .\" href=\"#ref-CR9\" id=\"ref-link-section-d420350664e1380_1\">9<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 10\" title=\"Gillet A, Fr\u00e9d\u00e9rich B, Pierce SE, Parmentier E. Iterative habitat transitions are associated with morphological convergence of the backbone in delphinoids. J Mamm Evol. 2022;29:931\u201346. &#010;                  https:\/\/doi.org\/10.1007\/s10914-022-09615-7&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR10\" id=\"ref-link-section-d420350664e1383\" rel=\"nofollow noopener\" target=\"_blank\">10<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Gillet A, Jones KE, Pierce SE. Repatterning of mammalian backbone regionalisation in cetaceans. Nat Commun. 2024;15:7587. &#010;                  https:\/\/doi.org\/10.1038\/s41467-024-51963-w&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR14\" id=\"ref-link-section-d420350664e1386\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 15\" title=\"Buchholtz EA, Schur SA. Vertebral osteology in Delphinidae (Cetacea). Zool J Linn Soc. 2004;140:383\u2013401. &#010;                  https:\/\/doi.org\/10.1111\/j.1096-3642.2003.00105.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR15\" id=\"ref-link-section-d420350664e1389\" rel=\"nofollow noopener\" target=\"_blank\">15<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 25\" title=\"Marchesi MC, Mora MS, Pimper LE, Goodall RNP. Can habitat characteristics shape vertebral morphology in dolphins? An example of two phylogenetically related species from southern South America. Mar Mamm Sci. 2017;33:1126\u201348. &#010;                  https:\/\/doi.org\/10.1111\/mms.12432&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR25\" id=\"ref-link-section-d420350664e1392\" rel=\"nofollow noopener\" target=\"_blank\">25<\/a>]. Based on vertebral morphology, it has been proposed that the most recent common ancestor (MRCA) of crown delphinids, as well as those of each subfamily (Lissodelphininae, Globicephalinae, and Delphininae), likely inhabited offshore environments, showing morphologies associated with oceanic non-fast-swimming species, with subsequent shape diversification linked to the biomechanical demands of different habitats and habits [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 10\" title=\"Gillet A, Fr\u00e9d\u00e9rich B, Pierce SE, Parmentier E. Iterative habitat transitions are associated with morphological convergence of the backbone in delphinoids. J Mamm Evol. 2022;29:931\u201346. &#010;                  https:\/\/doi.org\/10.1007\/s10914-022-09615-7&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR10\" id=\"ref-link-section-d420350664e1396\" rel=\"nofollow noopener\" target=\"_blank\">10<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Marchesi MC. The vertebral morphology in dolphins (Delphinidae): a 3D approach. Mar Mam Sci. 2025;e70053. &#010;                  https:\/\/doi.org\/10.1111\/mms.70053&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR11\" id=\"ref-link-section-d420350664e1399\" rel=\"nofollow noopener\" target=\"_blank\">11<\/a>]. Our results revealed ecological signal in three regions critical for swimming efficiency: ThTo, Tm, and SP.<\/p>\n<p>Both the anterior and middle torso (ThTo and Tm) are especially important regions, as they are where the longissimus muscle generates the greatest forces that are transferred to the flukes [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 42\" title=\"Pabst DA. Intramuscular morphology and tendon geometry of the epaxial swimming muscles of dolphins. J Zool. 1993;230:159\u201376. &#010;                  https:\/\/doi.org\/10.1111\/j.1469-7998.1993.tb02679.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR42\" id=\"ref-link-section-d420350664e1405\" rel=\"nofollow noopener\" target=\"_blank\">42<\/a>]. In these regions, habitat explained more than 37% of total variation, with relatively high Z values, suggesting that habitat has a greater effect on vertebral morphology than that expected by chance. The synclinal point marks the transition between the stable torso and the flexible tailstock, representing the area where muscle forces that affect the fluke\u2019s angle of attack are produced [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 15\" title=\"Buchholtz EA, Schur SA. Vertebral osteology in Delphinidae (Cetacea). Zool J Linn Soc. 2004;140:383\u2013401. &#010;                  https:\/\/doi.org\/10.1111\/j.1096-3642.2003.00105.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR15\" id=\"ref-link-section-d420350664e1408\" rel=\"nofollow noopener\" target=\"_blank\">15<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 25\" title=\"Marchesi MC, Mora MS, Pimper LE, Goodall RNP. Can habitat characteristics shape vertebral morphology in dolphins? An example of two phylogenetically related species from southern South America. Mar Mamm Sci. 2017;33:1126\u201348. &#010;                  https:\/\/doi.org\/10.1111\/mms.12432&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR25\" id=\"ref-link-section-d420350664e1411\" rel=\"nofollow noopener\" target=\"_blank\">25<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 43\" title=\"Pabst DA. Axial muscles and connective tissues of the bottlenose dolphin. In: Leatherwood S, Reeves RR, editors. The bottlenose dolphin. San Diego: Academic Press; 1990. p. 51\u201367. &#010;                  https:\/\/doi.org\/10.1016\/B978-0-12-440280-5.50007-X&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR43\" id=\"ref-link-section-d420350664e1414\" rel=\"nofollow noopener\" target=\"_blank\">43<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 44\" title=\"Slijper EJ. Die Cetaceen, vergleichend-anatomisch und systematisch. Capita Zool. 1936;7.\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR44\" id=\"ref-link-section-d420350664e1417\" rel=\"nofollow noopener\" target=\"_blank\">44<\/a>]. Here, the effect of habitat was smaller than in the first two regions, with relatively low R2 but high Z values. The associations between shape and habitat in these three areas suggest a particular influence of biomechanical constraints on the vertebral morphology imposed by habitat differences. Similarly, the distribution of shape in phylomorphospace when the ecological signal was maximised resembled the patterns described by Marchesi [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Marchesi MC. The vertebral morphology in dolphins (Delphinidae): a 3D approach. Mar Mam Sci. 2025;e70053. &#010;                  https:\/\/doi.org\/10.1111\/mms.70053&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR11\" id=\"ref-link-section-d420350664e1430\" rel=\"nofollow noopener\" target=\"_blank\">11<\/a>], with closely related species showing distinct morphologies associated with particular habitats. Species with specific habitat requirements (e.g., deep diving, rivers and bays, or extremely fast-swimming species) showed marked divergence from their closest ancestors (see also [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Marchesi MC. The vertebral morphology in dolphins (Delphinidae): a 3D approach. Mar Mam Sci. 2025;e70053. &#010;                  https:\/\/doi.org\/10.1111\/mms.70053&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR11\" id=\"ref-link-section-d420350664e1433\" rel=\"nofollow noopener\" target=\"_blank\">11<\/a>]).<\/p>\n<p>Importantly, the classification of habitats into discrete categories is inherently subjective and does not reflect the continuum of delphinid habitats. Other ecological factors (feeding mechanism, migration, prey size, etc.) may also influence vertebral morphology. For example, burst swimming speed in cetaceans has been linked to vertebral morphology and the vertebral count, with consequences for vertebral regionalisation [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Gillet A, Jones KE, Pierce SE. Repatterning of mammalian backbone regionalisation in cetaceans. Nat Commun. 2024;15:7587. &#010;                  https:\/\/doi.org\/10.1038\/s41467-024-51963-w&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR14\" id=\"ref-link-section-d420350664e1439\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>]. In our study, differences in phylomorphospace occupation among species with similar habitats may reflect fine-scale ecological partitioning between sympatric species, as morphology could be linked to differences in prey size or spatial distribution [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Bearzi M. Dolphin sympatric ecology. Mar Biol Res. 2005;1:165\u201375. &#10;                  https:\/\/doi.org\/10.1080\/17451000510019132&#10;                  &#10;                .\" href=\"#ref-CR45\" id=\"ref-link-section-d420350664e1442\">45<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Smith BD, Ahmed B, Mowgli RM, Strindberg S. Species occurrence and distributional ecology of nearshore cetaceans in the Bay of Bengal, Bangladesh, with abundance estimates for Irrawaddy dolphins Orcaella brevirostris and finless porpoises Neophocaena phocaenoides. J Cetacean Res Manag. 2008;10:45\u201358.\" href=\"#ref-CR46\" id=\"ref-link-section-d420350664e1442_1\">46<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 47\" title=\"Spitz J, Rousseau Y, Ridoux V. Diet overlap between harbor porpoise and bottlenose dolphin: an argument in favour of interference competition for food? Estuar Coast Shelf Sci. 2006;70:259\u201370. &#010;                  https:\/\/doi.org\/10.1016\/j.ecss.2006.04.020&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR47\" id=\"ref-link-section-d420350664e1445\" rel=\"nofollow noopener\" target=\"_blank\">47<\/a>]. While ecological drivers explained much of the shape variation in these regions, size effects also contributed, as discussed below.<\/p>\n<p>Allometric effects<\/p>\n<p>Evolutionary allometry has been shown for the skulls, mandibles, and vertebrae of cetaceans [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Galatius A, Racicot R, McGowen M, Olsen MT. Evolution and diversification of delphinid skull shapes. iScience. 2020;23:101543. &#10;                  https:\/\/doi.org\/10.1016\/j.isci.2020.101543&#10;                  &#10;                .\" href=\"#ref-CR21\" id=\"ref-link-section-d420350664e1456\">21<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Marchesi MC, Dans SL, Mora MS, Gonz\u00e1lez-Jos\u00e9 R. Allometry and ontogeny in the vertebral column of southern hemisphere dolphins: a 3D approach. J Mamm Evol. 2021;28:125\u201334. &#10;                  https:\/\/doi.org\/10.1007\/s10914-020-09514-9&#10;                  &#10;                .\" href=\"#ref-CR22\" id=\"ref-link-section-d420350664e1456_1\">22<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Vicari D, McGowen MR, Lambert O, Brown RP, Bianucci G, Sabin RC, et al. Ecomorphology of toothed whales (Cetacea, Odontoceti) as revealed by 3d skull geometry. J Mamm Evol. 2023;30:475\u201391. &#10;                  https:\/\/doi.org\/10.1007\/s10914-022-09642-4&#10;                  &#10;                .\" href=\"#ref-CR23\" id=\"ref-link-section-d420350664e1456_2\">23<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 24\" title=\"Vicari D, Boccone G, Pandolfi L. Feeding mode drives mandibular shape in extant Delphinidae. J Zool. 2024. &#010;                  https:\/\/doi.org\/10.1111\/jzo.13214&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR24\" id=\"ref-link-section-d420350664e1459\" rel=\"nofollow noopener\" target=\"_blank\">24<\/a>]. For the odontocete skull, Vicari et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 23\" title=\"Vicari D, McGowen MR, Lambert O, Brown RP, Bianucci G, Sabin RC, et al. Ecomorphology of toothed whales (Cetacea, Odontoceti) as revealed by 3d skull geometry. J Mamm Evol. 2023;30:475\u201391. &#010;                  https:\/\/doi.org\/10.1007\/s10914-022-09642-4&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR23\" id=\"ref-link-section-d420350664e1462\" rel=\"nofollow noopener\" target=\"_blank\">23<\/a>] reported that families occupy distinct positions via allometric regression, with 9% of skull shape variation explained by size. With respect to vertebral morphology, Marchesi et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 22\" title=\"Marchesi MC, Dans SL, Mora MS, Gonz\u00e1lez-Jos\u00e9 R. Allometry and ontogeny in the vertebral column of southern hemisphere dolphins: a 3D approach. J Mamm Evol. 2021;28:125\u201334. &#010;                  https:\/\/doi.org\/10.1007\/s10914-020-09514-9&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR22\" id=\"ref-link-section-d420350664e1465\" rel=\"nofollow noopener\" target=\"_blank\">22<\/a>] reported strong size-shaped associations across most regions of the column in Lissodelphininae dolphins, suggesting that size changes may have facilitated rapid morphological diversification within a short evolutionary timeframe.<\/p>\n<p>In our study, size significantly influenced vertebral shape after accounting for phylogeny in ThTo and, to a lesser degree, in SP, possibly reflecting rapid evolutionary changes mediated by size in biomechanically critical regions. This was particularly evident in species with habitat requirements differing from those of the delphinid common ancestor, such as the large deep diver Globicephala macrorhynchus, the large riverine Sousa plumbea, and the small coastal Cephalorhynchus (within Lissodelphininae), for which a reduction in size has already been proposed as a driver of morphological change [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 48\" title=\"Galatius A. Paedomorphosis in two small species of toothed whales (Odontoceti): how and why?. Biological Journal of the Linnean Society. 2010; 99: 278\u2013295. &#010;                  https:\/\/doi.org\/10.1111\/j.1095-8312.2009.01357.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR48\" id=\"ref-link-section-d420350664e1480\" rel=\"nofollow noopener\" target=\"_blank\">48<\/a>,\u00a0<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Marchesi MC. The vertebral morphology in dolphins (Delphinidae): a 3D approach. Mar Mam Sci. 2025;e70053. &#010;                  https:\/\/doi.org\/10.1111\/mms.70053&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR11\" id=\"ref-link-section-d420350664e1483\" rel=\"nofollow noopener\" target=\"_blank\">11<\/a>]. Importantly, the influence of size on vertebral shape may differ across regions and have different biomechanical implications [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 22\" title=\"Marchesi MC, Dans SL, Mora MS, Gonz\u00e1lez-Jos\u00e9 R. Allometry and ontogeny in the vertebral column of southern hemisphere dolphins: a 3D approach. J Mamm Evol. 2021;28:125\u201334. &#010;                  https:\/\/doi.org\/10.1007\/s10914-020-09514-9&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR22\" id=\"ref-link-section-d420350664e1487\" rel=\"nofollow noopener\" target=\"_blank\">22<\/a>]. These results should be interpreted with caution, as our sample may be biased regarding sex, and sexual size dimorphism is known in delphinids [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 49\" title=\"Mesnick S, Ralls K. Sexual dimorphism. In: W\u00fcrsig B, Thewissen JGM, Kovacs KM, editors. Encyclopedia of marine mammals. 3rd ed. San Diego: Academic Press; 2018. p. 848\u201353.\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR49\" id=\"ref-link-section-d420350664e1490\" rel=\"nofollow noopener\" target=\"_blank\">49<\/a>].<\/p>\n<p>Phylogenetic signal<\/p>\n<p>Studies on phylogenetic signals in cetaceans remain scarce. Vicari et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 23\" title=\"Vicari D, McGowen MR, Lambert O, Brown RP, Bianucci G, Sabin RC, et al. Ecomorphology of toothed whales (Cetacea, Odontoceti) as revealed by 3d skull geometry. J Mamm Evol. 2023;30:475\u201391. &#010;                  https:\/\/doi.org\/10.1007\/s10914-022-09642-4&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR23\" id=\"ref-link-section-d420350664e1502\" rel=\"nofollow noopener\" target=\"_blank\">23<\/a>] reported phylogenetic signals for both skull size and shape, which were stronger for size (Kmult\u2009=\u20090.653) than for shape (Kmult\u2009=\u20090.565), with size linked to ecological traits but shape showing no association. Conversely, Galatius et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 21\" title=\"Galatius A, Racicot R, McGowen M, Olsen MT. Evolution and diversification of delphinid skull shapes. iScience. 2020;23:101543. &#010;                  https:\/\/doi.org\/10.1016\/j.isci.2020.101543&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR21\" id=\"ref-link-section-d420350664e1517\" rel=\"nofollow noopener\" target=\"_blank\">21<\/a>] reported strong phylogenetic signals in delphinid skull shapes, with subfamilies displaying distinct morphologies. For vertebrae, Viglino et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 16\" title=\"Viglino M, Flores DA, Ercoli MD, \u00c1lvarez A. Patterns of morphological variation of the vertebral column in dolphins. J Zool. 2014;294:267\u201377. &#010;                  https:\/\/doi.org\/10.1111\/jzo.12177&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR16\" id=\"ref-link-section-d420350664e1521\" rel=\"nofollow noopener\" target=\"_blank\">16<\/a>] detected phylogenetic signals in traits related to swimming muscle architecture across delphinids and Pontoporia blainvillei, but this signal disappeared when Pontoporia was excluded, suggesting a strong effect of this distantly related species and highlighting the importance of considering several species in this type of study. Marchesi et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 50\" title=\"Marchesi MC, Galatius A, Zaffino M, Coscarella MA, Gonz\u00e1lez-Jos\u00e9 R. Vertebral morphology in extant porpoises: radiation and functional implications. J Morphol. 2022;283:273\u201386. &#010;                  https:\/\/doi.org\/10.1002\/jmor.21441&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR50\" id=\"ref-link-section-d420350664e1530\" rel=\"nofollow noopener\" target=\"_blank\">50<\/a>] reported no significant phylogenetic signal within porpoises, likely due to parallel convergence, but strong signals were recovered across delphinoids, particularly in Tm, suggesting supra-family constraints during delphinoid diversification (~\u200920 Mya [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 50\" title=\"Marchesi MC, Galatius A, Zaffino M, Coscarella MA, Gonz\u00e1lez-Jos\u00e9 R. Vertebral morphology in extant porpoises: radiation and functional implications. J Morphol. 2022;283:273\u201386. &#010;                  https:\/\/doi.org\/10.1002\/jmor.21441&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR50\" id=\"ref-link-section-d420350664e1533\" rel=\"nofollow noopener\" target=\"_blank\">50<\/a>]).<\/p>\n<p>Our results parallel these findings: a phylogenetic signal was detected along the dolphin vertebral column in centroid size (CS), shape (Procrustes coordinates), and ordination methods maximising ecological (PhyPCA) or phylogenetic (PACA) signals. Size exhibited a weak but significant phylogenetic signal (Kmult\u2009&lt;\u20090.62, Z\u2009&lt;\u20092.07) in the three most posterior regions, which are considered sub regions within the caudal region [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 14\" title=\"Gillet A, Jones KE, Pierce SE. Repatterning of mammalian backbone regionalisation in cetaceans. Nat Commun. 2024;15:7587. &#010;                  https:\/\/doi.org\/10.1038\/s41467-024-51963-w&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR14\" id=\"ref-link-section-d420350664e1545\" rel=\"nofollow noopener\" target=\"_blank\">14<\/a>], suggesting that partial phylogenetic constraints on vertebral size in these areas are responsible for differences in swimming performance. With respect to shape (Procrustes coordinates, PhyPCA, and PACA), the phylogenetic signal was evident to varying degrees in all regions except ThTo (in PhyPCA). Disregarding the dataset,, with the lowest Kmult values occurred in the anterior regions, while higher values were found for Tm (Kmult\u2009\u2245\u20090.8) and TS (Kmult\u2009\u2245\u20090.9). The values for SP were intermediate, although the Z values were the highest for this region. This pattern suggests that shape diversification may have contributed significantly to delphinid radiation, with phylogeny constraining shape in biomechanically relevant regions.<\/p>\n<p>Consistent with earlier studies [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 16\" title=\"Viglino M, Flores DA, Ercoli MD, \u00c1lvarez A. Patterns of morphological variation of the vertebral column in dolphins. J Zool. 2014;294:267\u201377. &#010;                  https:\/\/doi.org\/10.1111\/jzo.12177&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR16\" id=\"ref-link-section-d420350664e1573\" rel=\"nofollow noopener\" target=\"_blank\">16<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 22\" title=\"Marchesi MC, Dans SL, Mora MS, Gonz\u00e1lez-Jos\u00e9 R. Allometry and ontogeny in the vertebral column of southern hemisphere dolphins: a 3D approach. J Mamm Evol. 2021;28:125\u201334. &#010;                  https:\/\/doi.org\/10.1007\/s10914-020-09514-9&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR22\" id=\"ref-link-section-d420350664e1576\" rel=\"nofollow noopener\" target=\"_blank\">22<\/a>], phylogenetic signals in these regions may be stronger with broader taxonomic sampling, implying constraints at the family level that were weakened during subfamily radiation. The strong phylogenetic signal in Tm and TS supports the idea that subfamily level constraints shape vertebral morphology during early delphinid diversification (12\u20136 Mya [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 26\" title=\"McGowen M, Tsagkogeorga G, \u00c1lvarez-Carretero S, dos Reis M, Struebig M, Deaville R, et al. Phylogenomic resolution of the cetacean tree of life using target sequence capture. Syst Biol. 2020;69:479\u2013501. &#010;                  https:\/\/doi.org\/10.1093\/sysbio\/syz068&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR26\" id=\"ref-link-section-d420350664e1579\" rel=\"nofollow noopener\" target=\"_blank\">26<\/a>],).<\/p>\n<p>Interaction of signals<\/p>\n<p>A low phylogenetic signal in Th and ThTo for which habitat and size showed significant effects with an important percentage of shape variance explained by each factor suggest the combination of multiple signals at various degrees along the vertebral column. Importantly, the coexistence of strong phylogenetic and ecological signals in Tm and SP, with marked shape differences among closely related species in contrasting habitats, suggests that multiple interacting factors shape vertebral morphology to varying degrees depending on the level of the analysis (family or subfamily). In this way, within each subfamily, we observed highly divergent shapes that were related to the biomechanical demands of each habitat and may have been involved in the explosive radiation within subfamilies in the late Miocene\u2013Pliocene (5\u20132 Mya; [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 3\" title=\"Banguera-Hinestroza E, Hayano A, Crespo EA, Hoelzel AR. Delphinid systematics and biogeography with a focus on the current genus Lagenorhynchus: multiple pathways for antitropical and trans-oceanic radiation. Mol Phylogenet Evol. 2014;80:217\u201330. &#010;                  https:\/\/doi.org\/10.1016\/j.ympev.2014.08.005&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR3\" id=\"ref-link-section-d420350664e1590\" rel=\"nofollow noopener\" target=\"_blank\">3<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 4\" title=\"do Amaral KB, Amaral AR, Fordyce RE, Benites Moreno I. Historical biogeography of Delphininae dolphins and related taxa (Artiodactyla: Delphinidae). J Mamm Evol. 2018;25:241\u201359. &#010;                  https:\/\/doi.org\/10.1007\/s10914-016-9376-3&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR4\" id=\"ref-link-section-d420350664e1593\" rel=\"nofollow noopener\" target=\"_blank\">4<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 26\" title=\"McGowen M, Tsagkogeorga G, \u00c1lvarez-Carretero S, dos Reis M, Struebig M, Deaville R, et al. Phylogenomic resolution of the cetacean tree of life using target sequence capture. Syst Biol. 2020;69:479\u2013501. &#010;                  https:\/\/doi.org\/10.1093\/sysbio\/syz068&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR26\" id=\"ref-link-section-d420350664e1596\" rel=\"nofollow noopener\" target=\"_blank\">26<\/a>]. Similarly, Vicari et al. [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 24\" title=\"Vicari D, Boccone G, Pandolfi L. Feeding mode drives mandibular shape in extant Delphinidae. J Zool. 2024. &#010;                  https:\/\/doi.org\/10.1111\/jzo.13214&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR24\" id=\"ref-link-section-d420350664e1599\" rel=\"nofollow noopener\" target=\"_blank\">24<\/a>] reported a strong phylogenetic signal with a jaw shape (Kmult\u2009\u2245\u20091.1) alongside a significant association with the bio-sonar mode and diet, indicating an ecological signal in conjunction with a phylogenetic signal in an ecologically relevant structure.<\/p>\n<p>Dimensionality and hierarchical processes<\/p>\n<p>Phenotypic evolution is widely recognised as a multivariate process [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 40\" title=\"Adams DC, Collyer ML. Phylogenetic comparative methods and the evolution of multivariate phenotypes. Annu Rev Ecol Evol Syst. 2019;50:405\u201325. &#010;                  https:\/\/doi.org\/10.1146\/annurev-ecolsys-110218-024555&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR40\" id=\"ref-link-section-d420350664e1616\" rel=\"nofollow noopener\" target=\"_blank\">40<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 41\" title=\"Adams DC, Collyer ML. Multivariate comparative methods: evaluations, comparisons, and recommendations. Syst Biol. 2018;67:14\u201331. &#010;                  https:\/\/doi.org\/10.1093\/sysbio\/syx055&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR41\" id=\"ref-link-section-d420350664e1619\" rel=\"nofollow noopener\" target=\"_blank\">41<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 51\" title=\"Blows MW. A tale of two matrices: multivariate approaches in evolutionary biology. J Evol Biol. 2007;20:1\u20138. &#010;                  https:\/\/doi.org\/10.1111\/j.1420-9101.2006.01164.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR51\" id=\"ref-link-section-d420350664e1622\" rel=\"nofollow noopener\" target=\"_blank\">51<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 52\" title=\"Collyer ML, Sekora DJ, Adams DC. A method for analysis of phenotypic change for phenotypes described by high-dimensional data. Heredity. 2015;115:357\u201365. &#010;                  https:\/\/doi.org\/10.1038\/hdy.2014.75&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR52\" id=\"ref-link-section-d420350664e1625\" rel=\"nofollow noopener\" target=\"_blank\">52<\/a>], where complex traits such as shape evolve in correlated dimensions. In this sense, phylogenetic signals may also be separated into multiple dimensions in the data [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 32\" title=\"Collyer ML, Adams DC. Phylogenetically aligned component analysis. Methods Ecol Evol. 2021;12:359\u201372. &#010;                  https:\/\/doi.org\/10.1111\/2041-210X.13515&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR32\" id=\"ref-link-section-d420350664e1628\" rel=\"nofollow noopener\" target=\"_blank\">32<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 40\" title=\"Adams DC, Collyer ML. Phylogenetic comparative methods and the evolution of multivariate phenotypes. Annu Rev Ecol Evol Syst. 2019;50:405\u201325. &#010;                  https:\/\/doi.org\/10.1146\/annurev-ecolsys-110218-024555&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR40\" id=\"ref-link-section-d420350664e1632\" rel=\"nofollow noopener\" target=\"_blank\">40<\/a>]. Here, Kmult values below 1 in all cases, the presence of both ecological and phylogenetic signals, and the results of the ordination analyses collectively suggest that multiple signals (ecologic, allometric, and phylogenetic) influence vertebral morphology. Nevertheless, our models assumed Brownian motion, which may be inadequate for clades with rapid diversification [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 53\" title=\"Harmon L. Phylogenetic comparative methods. Traverse City, MI: Independent; 2019.\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR53\" id=\"ref-link-section-d420350664e1641\" rel=\"nofollow noopener\" target=\"_blank\">53<\/a>]. Within this evolutionary framework, vertebral morphology modification patterns seem to play a key role, suggesting continuity between evolutionary processes occurring at different phylogenetic levels and rapid ecomorphological changes at the macroevolutionary level [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 10\" title=\"Gillet A, Fr\u00e9d\u00e9rich B, Pierce SE, Parmentier E. Iterative habitat transitions are associated with morphological convergence of the backbone in delphinoids. J Mamm Evol. 2022;29:931\u201346. &#010;                  https:\/\/doi.org\/10.1007\/s10914-022-09615-7&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR10\" id=\"ref-link-section-d420350664e1644\" rel=\"nofollow noopener\" target=\"_blank\">10<\/a>]. Our results suggest that the morphology of Tm and TS, and to a lesser extent SP, was constrained by subfamily level divergence, whereas the morphology of Th and ThTo diverged from that of the MRCA, possibly due to ecological factors.<\/p>\n<p>The vertebral column is a modular structure subject to hierarchical developmental processes, producing phenotypic units capable of independent modification [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 54\" title=\"Buchholtz EA. Modular evolution of the cetacean vertebral column. Evol Dev. 2007;9:278\u201389. &#010;                  https:\/\/doi.org\/10.1111\/j.1525-142X.2007.00160.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR54\" id=\"ref-link-section-d420350664e1650\" rel=\"nofollow noopener\" target=\"_blank\">54<\/a>]. Our findings demonstrate that different evolutionary signals might differentially affect the vertebral morphology of dolphins depending on the region along the skeleton, phylogenetic level, and shape dimension. At the family level, the vertebral morphology of Th and ThTo is partially constrained by phylogeny but, more importantly, by other factors, such as ecology or size. In contrast, the vertebral morphology of Tm, SP and TS was mostly constrained by phylogeny. Nonetheless, ecological signals are also important in critical regions for the biomechanics of fast-swimming oceanic species (ThTo, Tm, and SP), highlighting the role of ecological factors at relatively fine scales [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 9\" title=\"Marchesi MC, Mora MS, Dans SL, Coscarella MA, Gonz\u00e1lez-Jos\u00e9 R. Vertebral morphology in partially sympatric dolphins: a 3D approach. Front Mar Sci. 2020;7:581762. &#010;                  https:\/\/doi.org\/10.3389\/fmars.2020.581762&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR9\" id=\"ref-link-section-d420350664e1653\" rel=\"nofollow noopener\" target=\"_blank\">9<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 11\" title=\"Marchesi MC. The vertebral morphology in dolphins (Delphinidae): a 3D approach. Mar Mam Sci. 2025;e70053. &#010;                  https:\/\/doi.org\/10.1111\/mms.70053&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR11\" id=\"ref-link-section-d420350664e1656\" rel=\"nofollow noopener\" target=\"_blank\">11<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 22\" title=\"Marchesi MC, Dans SL, Mora MS, Gonz\u00e1lez-Jos\u00e9 R. Allometry and ontogeny in the vertebral column of southern hemisphere dolphins: a 3D approach. J Mamm Evol. 2021;28:125\u201334. &#010;                  https:\/\/doi.org\/10.1007\/s10914-020-09514-9&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR22\" id=\"ref-link-section-d420350664e1659\" rel=\"nofollow noopener\" target=\"_blank\">22<\/a>].<\/p>\n<p>Methodological implications and future directions<\/p>\n<p>Further work applying evolutionary models to identify the best-fit evolutionary scenarios for Delphinidae is needed to fully characterize evolutionary rates, selection strengths, and constraints, and to determine the extent to which additional ecological signals could explain vertebral morphological diversification. In particular, OU-based approaches could test whether different regions of the vertebral column have been shaped by attraction toward adaptive optima, while convergence metrics [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 55\" title=\"Ingram T, Mahler DL. Surface: detecting convergent evolution from comparative data by fitting Ornstein-Uhlenbeck models with stepwise AIC. Methods Ecol Evol. 2013;4:416\u201325. &#010;                  https:\/\/doi.org\/10.1111\/2041-210X.12034&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR55\" id=\"ref-link-section-d420350664e1670\" rel=\"nofollow noopener\" target=\"_blank\">55<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 56\" title=\"Stayton CT. The definition, recognition, and interpretation of convergent evolution, and two new measures for quantifying and assessing the significance of convergence. Evolution. 2015;69:2140\u201353. &#010;                  https:\/\/doi.org\/10.1111\/evo.12729&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR56\" id=\"ref-link-section-d420350664e1673\" rel=\"nofollow noopener\" target=\"_blank\">56<\/a>] could be used to evaluate whether taxa occupying similar habitats (e.g., coastal versus offshore environments) have independently evolved similar vertebral shapes.<\/p>\n<p>However, current methodological frameworks impose important constraints for such analyses when working with high-dimensional landmark data. Most implementations of evolutionary models (e.g., [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Beaulieu JM, Jhwueng DC, Boettiger C, O\u2019Meara BC. Modelling stabilizing selection: expanding the Ornstein-Uhlenbeck model of adaptive evolution. Evolution. 2012;66:2369\u201383. &#10;                  https:\/\/doi.org\/10.1111\/j.1558-5646.2012.01619.x&#10;                  &#10;                .\" href=\"#ref-CR57\" id=\"ref-link-section-d420350664e1679\">57<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Pennell MW, Eastman JM, Slater GJ, Brown JW, Uyeda JC, FitzJohn RG, et al. Geiger v2. 0: an expanded suite of methods for fitting macroevolutionary models to phylogenetic trees. Bioinformatics. 2014;30:2216\u20138. &#10;                  https:\/\/doi.org\/10.1093\/bioinformatics\/btu181&#10;                  &#10;                .\" href=\"#ref-CR58\" id=\"ref-link-section-d420350664e1679_1\">58<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Revell LJ. Phytools 2.0: an updated R ecosystem for phylogenetic comparative methods (and other things). PeerJ. 2024;12:e16505. &#10;                  https:\/\/doi.org\/10.7717\/peerj.16505&#10;                  &#10;                .\" href=\"#ref-CR59\" id=\"ref-link-section-d420350664e1679_2\">59<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 60\" title=\"Uyeda JC, Harmon LJ. A novel bayesian method for inferring and interpreting the dynamics of adaptive landscapes from phylogenetic comparative data. Syst Biol. 2014;63:902\u201318. &#010;                  https:\/\/doi.org\/10.1093\/sysbio\/syu057&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR60\" id=\"ref-link-section-d420350664e1682\" rel=\"nofollow noopener\" target=\"_blank\">60<\/a>]) are designed for univariate traits, while packages that accommodate multivariate data (e.g., [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 55\" title=\"Ingram T, Mahler DL. Surface: detecting convergent evolution from comparative data by fitting Ornstein-Uhlenbeck models with stepwise AIC. Methods Ecol Evol. 2013;4:416\u201325. &#010;                  https:\/\/doi.org\/10.1111\/2041-210X.12034&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR55\" id=\"ref-link-section-d420350664e1685\" rel=\"nofollow noopener\" target=\"_blank\">55<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 61\" title=\"Clavel J, Escarguel G, Merceron G. mvMORPH: an R package for fitting multivariate evolutionary models to morphometric data. Methods Ecol Evol. 2015;6:1311\u20139. &#010;                  https:\/\/doi.org\/10.1111\/2041-210X.12420&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR61\" id=\"ref-link-section-d420350664e1688\" rel=\"nofollow noopener\" target=\"_blank\">61<\/a>]) are limited to datasets with relatively few dimensions. Applying these methods to landmark-based datasets typically requires dimensionality reduction (usually via phylogenetic principal component analysis) as was employed by different authors (e.g., [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Park T, Mennecart B, Costeur L, Groh\u00e9 C, Cooper N. Convergent evolution in toothed whale cochleae. BMC Evol Biol. 2019;19:195. &#10;                  https:\/\/doi.org\/10.1186\/s12862-019-1525-x&#10;                  &#10;                .\" href=\"#ref-CR62\" id=\"ref-link-section-d420350664e1691\">62<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" title=\"Pereyra EES, Vrdoljak J, Ezcurra MD, Gonz\u00e1lez-Dionis J, Paschetta C, M\u00e9ndez AH. Morphology of the maxilla informs about the type of predation strategy in the evolution of Abelisauridae (Dinosauria: Theropoda). Sci Rep. 2025;15:7857. &#10;                  https:\/\/doi.org\/10.1038\/s41598-025-87289-w&#10;                  &#10;                .\" href=\"#ref-CR63\" id=\"ref-link-section-d420350664e1691_1\">63<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 64\" title=\"Rocatti G, Perez SI. The evolutionary radiation of hominids: a phylogenetic comparative study. Sci Rep. 2019;9:15267. &#010;                  https:\/\/doi.org\/10.1038\/s41598-019-51685-w&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR64\" id=\"ref-link-section-d420350664e1695\" rel=\"nofollow noopener\" target=\"_blank\">64<\/a>]), which can obscure evolutionary trends of shape variation and potentially bias evolutionary inference [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 65\" title=\"Revell LJ. Size-correction and principal components for interspecific comparative studies. Evolution. 2009;63:3258\u201368. &#010;                  https:\/\/doi.org\/10.1111\/j.1558-5646.2009.00804.x&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR65\" id=\"ref-link-section-d420350664e1698\" rel=\"nofollow noopener\" target=\"_blank\">65<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 66\" title=\"Uyeda JC, Caetano DS, Pennell MW. Comparative analysis of principal components can be misleading. Syst Biol. 2015;64:677\u201389. &#010;                  https:\/\/doi.org\/10.1093\/sysbio\/syv019&#010;                  &#010;                \" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR66\" id=\"ref-link-section-d420350664e1701\" rel=\"nofollow noopener\" target=\"_blank\">66<\/a>]. For this reason, we adopted a Brownian motion framework, which remains the most common and useful model for investigating macroevolutionary patterns in high-dimensional morphometric datasets [<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 40\" title=\"Adams DC, Collyer ML. Phylogenetic comparative methods and the evolution of multivariate phenotypes. Annu Rev Ecol Evol Syst. 2019;50:405\u201325. &#010;                  https:\/\/doi.org\/10.1146\/annurev-ecolsys-110218-024555&#010;                  &#010;                .\" href=\"http:\/\/bmcecolevol.biomedcentral.com\/articles\/10.1186\/s12862-025-02457-w#ref-CR40\" id=\"ref-link-section-d420350664e1704\" rel=\"nofollow noopener\" target=\"_blank\">40<\/a>] without strong assumptions about adaptive optima.<\/p>\n<p>Future studies could combine dimensionality-reduction approaches with OU-based models to begin testing explicit adaptive hypotheses, but ideally, methodological developments that allow for parameter estimation directly from high-dimensional data will be needed to rigorously evaluate habitat-driven constraints and convergence in vertebral morphology. Furthermore, with the recent development of methods incorporating intraspecific variation into PGLS analyses (Adams &amp; Collyer 2024), future research should also explore how accounting for within-species variability affects estimates of ecological and phylogenetic signals. This is particularly relevant for Delphinidae, where intraspecific variation in vertebral number and shape may influence functional interpretations. Thus, these future directions will allow a more powerful evaluation of how ecological pressures have shaped the vertebral column, complementing the methodology provided here on the distribution of phylogenetic, ecological, and allometric influences across different regions.\u00a0<\/p>\n","protected":false},"excerpt":{"rendered":"Disentangling the processes that drive the evolution of complex biological structures is a major aim of evolutionary biology.&hellip;\n","protected":false},"author":2,"featured_media":289704,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[10504,49006,64,63,166891,166892,9896,9866,166893,1325,79129,166894,9865,105,166895],"class_list":["post-289703","post","type-post","status-publish","format-standard","has-post-thumbnail","category-technology","tag-adaptation","tag-animal-systematics-taxonomy-biogeography","tag-au","tag-australia","tag-delphinidae","tag-ecomorphology","tag-entomology","tag-evolutionary-biology","tag-evolutionary-constraints","tag-general","tag-genetics-and-population-dynamics","tag-geometric-morphometrics","tag-life-sciences","tag-technology","tag-vertebral-column"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts\/289703","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/comments?post=289703"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/posts\/289703\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/media\/289704"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/media?parent=289703"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/categories?post=289703"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/au\/wp-json\/wp\/v2\/tags?post=289703"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}