Cited by 24Genetic and phenotypic traits in livestockAnimal Behavior and ReproductionNeurotransmitter Receptor Influence on Behavior

Gene expression profiles underlying aggressive behavior in the prefrontal cortex of cattle

Open access
Eusebi, Paulina G., Sevane, Natalia, O’Rourke, Thomas, Pizarro, Manuel, Boeckx, Cedric, Dunner, Susana·2021·BMC Genomics

Published version of a preprint

Abstract

Background: Aggressive behavior is an ancient and conserved trait, habitual for most animals in order to eat, protect themselves, compete for mating and defend their territories. Genetic factors have been shown to play an important role in the development of aggression both in animals and humans, displaying moderate to high heritability estimates. Although such types of behaviors have been studied in different animal models, the molecular architecture of aggressiveness remains poorly understood. This study compared gene expression profiles of 16 prefrontal cortex (PFC) samples from aggressive and non-aggressive cattle breeds: Lidia, selected for agonistic responses, and Wagyu, selected for tameness. Results: A total of 918 up-regulated and 278 down-regulated differentially expressed genes (DEG) were identified, representing above-chance overlap with genes previously identified in studies of aggression across species, as well as those implicated in recent human evolution. The functional interpretation of the up-regulated genes in the aggressive cohort revealed enrichment of pathways such as Alzheimer disease-presenilin, integrins and the ERK/MAPK signaling cascade, all implicated in the development of abnormal aggressive behaviors and neurophysiological disorders. Moreover, gonadotropins, are up-regulated as natural mechanisms enhancing aggression. Concomitantly, heterotrimeric G-protein pathways, associated with low reactivity mental states, and the GAD2 gene, a repressor of agonistic reactions associated with PFC activity, are down-regulated, promoting the development of the aggressive responses selected for in Lidia cattle. We also identified six upstream regulators, whose functional activity fits with the etiology of abnormal behavioral responses associated with aggression. Conclusions: These transcriptional correlates of aggression, resulting, at least in part, from controlled artificial selection, can provide valuable insights into the complex architecture that underlies naturally developed agonistic behaviors. This analysis constitutes a first important step towards the identification of the genes and metabolic pathways that promote aggression in cattle and, providing a novel model species to disentangle the mechanisms underlying variability in aggressive behavior.

AI snapshot

Written from the paper’s full text.

TL;DR

RNA-seq of prefrontal cortex from aggressive Lidia and docile Wagyu cattle identified 918 up-regulated and 278 down-regulated genes in the aggressive cohort. The results link aggression to pathways including integrin, Alzheimer disease-presenilin, ERK/MAPK, gonadotropin, and heterotrimeric G-protein signaling, and support cattle as a model for comparative aggression research.

Key findings

  • Differential expression analysis found 1,196 statistically significant DEGs between aggressive and non-aggressive groups: 918 up-regulated and 278 down-regulated in aggressive Lidia cattle.
  • Of the DEGs, 50 genes (24 up, 26 down) overlapped with a cross-species aggression compendium; this overlap was above chance when considering 22,000 bovine genes (p = 0.005), but not when restricting to an estimated 18,700 brain-expressed genes (p = 0.07). A stricter expression-study subset yielded 13 overlapping genes (p = 0.006).
  • Up-regulated pathways in aggressive Lidia included blood coagulation, integrin signaling, Alzheimer disease-presenilin, angiogenesis, and gonadotropin-releasing hormone receptor pathways. Down-regulated pathways included two heterotrimeric G-protein signaling pathways, and the GABA-synthesizing gene GAD2 was down-regulated.
  • IPA identified five main upstream regulators: IGF2-AS, NTRK1, ZBDE6, RAD21, and Hedgehog. The abstract states six upstream regulators, while the Results and Discussion list five.

Methods

  • Postmortem prefrontal cortex samples were collected from 16 non-castrated male bovines aged 3–4 years: 8 aggressive Lidia bulls and 8 docile Wagyu bulls.
  • RNA was sequenced on a NovaSeq 6000 in 100-base paired-end mode; reads were mapped to Bos taurus ARS-UCD 1.2, assembled with Cufflinks, and analyzed for differential expression with Cuffdiff using a Benjamini-Hochberg FDR threshold.
  • Downstream analyses included cross-species comparison with a curated aggression gene compendium, Panther GO and pathway over-representation tests, and Ingenuity Pathway Analysis for networks and upstream regulators.

Limitations

  • The paper states that the PFC may not represent other brain regions important for aggression, such as the amygdala, hippocampus, or hypothalamus.
  • The paper states that inherent biasing factors remain, including breed differences and external factors such as slaughter conditions.
  • The text makes evident that the sample is small (n = 8 per breed), all male, and uses breed as a proxy for aggressive versus non-aggressive phenotype, so breed and behavioral selection are confounded.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1186/s12864-021-07505-5

Cites

58 of 58 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 57 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Depression-related behavior is associated with 2 molecules (BDNF, IL6) with P-value 2.71E-04.

    “| Depression-related behavior | 2 | 2.71E-04 | BDNF, IL6 |”
    Quote in the paperNot a substantial claim
  • Findingown data

    Five main upstream regulators were identified: IGF2-AS (p=2.53E-07), NTRK1 (p=2.32E-05), ZBDE6 (p=4.71E-05), RAD21 (p=5.58E-05), and Hedgehog (p=1.03E-04).

    “By doing so, five main upstream regulators were identified: Insulin-Like Growth factor 2- Antisense RNA (IGF2-AS; p-value 2.53E-07), Neurotrophic Receptor Tyrosine Kinase 1 (NTRK1; P-value 2.32E-05), Zinc finger BED-Type Containing 6 (ZBDE6; p-value 4.71E-05), RAD21 Cohesin complex component (RAD21; p-value 5.58E-05), and Hedgehog (Hh; p-value 1.03E-04) (Fig. 3).”
    Quote in the paperSubstantial claim
  • Findingreasoning

    Genes belonging to the gonadotropin-realizing hormone (GnRH) receptor pathway are overexpressed in the aggressive cohort.

    “Furthermore, the overexpression of genes belonging to the gonadotropin-realizing hormone (GnRH) receptor pathway may have a strong impact on the biological mechanisms leading to aggression.”
    Quote in the paperSubstantial claim
  • Findingown data

    Aggressive behavior is associated with 4 molecules (ADCYAP1, IL6, BDNF, estrogen receptor) with P-value 2.99E-05.

    “| Aggressive behavior | 4 | 2.99E-05 | ADCYAP1, IL6, BDNF, estrogen receptor |”
    Quote in the paperSubstantial claim
  • Findingown data

    The highest weight-ranked gene was Laminin Subunit Alpha 2 (LAMA2).

    “The highest weight-ranked gene was the Laminin Subunit Alpha 2 (LAMA2), which encodes an extracellular matrix protein, and a mutation on which is associated with denervation atrophy of the muscle [57].”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. 40
  • May combine two claims. 33
  • The quote only partly states this claim. 1
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    The number of DEG identified in the bovine PFC (16,384) is similar to that identified in mice (15,423) and silver foxes (14,000), the latter also in the PFC.

    “The number of DEG identified in the bovine PFC (16,384) is similar to that identified in mice (15,423) [47] and silver foxes (14,000) [40], the latter also in the PFC.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [47] Han X, Wu X, Chung WY, Li T, Nekrutenko A, Altman NS, et al. Transcriptome of embryonic and neonatal mouse cortex by high-throughput RNA sequencing. Proc Natl Acad Sci. 2009;106(31):12741–6 https://doi.org/10.1073/pnas.0902417106. source

      Not checked in the free run.

    • cites [40] Kukekova AV, Johnson JL, Xiang X, Feng S, Liu S, Rando HM, et al. Red fox genome assembly identifies genomic regions associated with tame and aggressive behaviours. Nat Ecol Evol. 2018;2(9):1479–91 https://doi.org/10.1038/s41559-018-0611-6. source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Within the up-regulated enriched pathways in the aggressive cohort, biological functions related to cellular, muscular and SNC development and function, heart formation and development, and immune responses were found.

    “Within the up-regulated enriched pathways in the aggressive cohort, we found biological functions related with processes such as cellular, muscular and SNC development and function, heart formation and development, and immune responses (Supplementary Table 5).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The up- and down-regulated DEG with ≥1 WR values compared with the compendium gene-list yielded 50 genes, 24 up and 26 down-regulated in the aggressive group of Lidia individuals.

    “This comparison yielded 50 genes, 24 up and 26 down-regulated in the aggressive group of Lidia individuals (Table 2).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The mean proportion of mapped reads with the STAR software was 91.8%, similar among different samples (from 88.07 to 94.91%).

    “The mean proportion of mapped reads with the STAR software was 91.8%, similar among different samples (from 88.07 to 94.91%) (Supplementary Table 1).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Differential expression analysis revealed a total of 16,384 DEG between the aggressive and non-aggressive groups; of these, 1196 were statistically significant, producing 10,640 isoforms.

    “revealing a total of 16,384 DEG between the aggressive and non-aggressive groups; of these genes, 1196 were statistically significant, producing 10,640 isoforms (8.86 transcripts per gene) (Table 1, Fig. 1a).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    The integrin and Alzheimer disease-presenilin signaling pathways are among the top enriched up-regulated pathways in the aggressive Lidia group.

    “Among the top enriched up-regulated pathways in the aggressive Lidia group, the integrin and Alzheimer disease-presenilin signaling pathways are well-known gene routes in the development of abnormal aggressive behaviors [48] (Table 3).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    IPA analysis found that the most relevant results were under physiological system development and function and disease and disorders categories; top terms related to Nervous system development and function (p 4.10E-08, 6 DEGs), Neurological disease (p 6.33E-06, 5 DEGs), and Psychological disorders (p 6.33E-06, 3 DEGs).

    “Within these categories, the top of the list gathered terms related with Nervous system development and function (highest p-value range of 4.10E-08 and 6 DEGs), and Neurological disease (highest p-value range of 6.33E-06 and 5 DEGs), and Psychological disorders (highest p-value range of 6.33E-06 and 3 DEGs) in their respective categories.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    RNA-sequencing of the sixteen PFC samples generated an average of 78.3 million paired-end reads per sample.

    “The RNA-sequencing of the sixteen PFC samples generated an average of 78.3 million paired-end reads per sample.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Within down-regulated DEGs in the aggressive cohort, GO biological processes included 260 genes as uniquely mapped IDs implicated in 243 processes (FDR ≤ 0.05), with highest significant values being dendritic cell cytokine production, trans-synaptic signaling by endocannabinoid, trans-synaptic signaling by lipid, negative regulation of renin secretion into blood stream, and melanocyte adhesion, 84

    “Within the down-regulated DEGs in the aggressive cohort, the GO biological processes included 260 genes as uniquely mapped IDs implicated in 243 processes (FDR ≤ 0.05), the highest significant values being dendritic cell cytokine production, trans-synaptic signaling by endocannabinoid, trans-synaptic signaling by lipid, negative regulation of renin secretion into blood stream and melanocyte”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Of the statistically significant DEG, 918 were up-regulated and 278 were down-regulated in the aggressive group.

    “A total of 918 up-regulated and 278 down-regulated differentially expressed genes (DEG) were identified”
    • Also stated in: § Sequencing and read assembly · plain
      “Gene expression differences of the up-regulated DEG (log2FC ≥ 0.1) were greater in number, involving 918 genes, than those down-regulated; 278 DEG (log2FC ≤ 0.1)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Under more permissive analyses, where weighted ranking was not taken into account, all intersections between cattle DEGs and aggression-associated genes were significant, whether considering genome population size 22,000 or 18,700, and whether considering all or only brain expression studies.

    “It should be noted that under more permissive analyses, where weighted ranking was not taken into account, all intersections between cattle DEGs and aggression-associated genes were significant, whether considering a genome population size of 22,000 or 18,700 genes, and whether considering all or only brain expression studies.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Functional network analyses predicted that 16 of these molecules are associated with behavioral function, among them aggressive behavior (p-value 2.99E-05).

    “Furthermore, the functional network analyses predicted that 16 of these molecules are associated with behavioral function, among them aggressive behavior (p-value 2.99E-05) (Table 5).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    When taking only genes weight-ranked 1 or above identified in previous expression studies, 96 genes remained from CSCA; 13 were also present among Lidia DEGs, significantly unlikely by chance even under restrictive analysis (p=0.006).

    “When we took only genes weight-ranked 1 or above that had been identified in previous expression studies (i.e. identified in at least two expression studies, or in one such study, as well as at least one GWAS, selective sweep, knock-out study, OMIM, or OMIA) 96 genes remained from our CSCA. Of these 13 were also present among the Lidia DEGs, a number significantly unlikely to have occurred by ch”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    In the network shown in Fig. 2, two Mitogen Activated Protein Kinases (MAPK) and two Extracellular Signal Regulated Kinases (ERK) occupy a position within the network.

    “In the network shown in Fig. 2, two Mitogen Activated Protein Kinases (MAPK) and two Extracellular Signal Regulated Kinases (ERK) (outlined in grey color) occupy a position within the network.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The top enriched categories - regulation of amino acid import across plasma membrane (GO:0010958) and regulation of amino acid transmembrane transport (GO:1903789) - are each comprised of multiple genes that regulate the import of and uptake of glutamate.

    “The top enriched categories — regulation of amino acid import across plasma membrane (GO:0010958) and regulation of amino acid transmembrane transport (GO:1903789) — are each comprised of multiple genes that regulate the import of and uptake of glutamate (Supplementary Table 5).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Five upstream regulators were predicted to be major transcriptional regulators of a set of three DEGs; two up-regulated (COL13A1 and IGF2) and the down-regulated BDNF gene.

    “Finally, five upstream regulators were predicted to be major transcriptional regulators of a set of three DEGs; two up-regulated (COL13A1and IGF2) and the down-regulated BDNF gene (Fig. 3).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The Lidia and Wagyu breeds differ significantly in their agonistic responses; Lidia is known as one of the most aggressive bovine breeds, whereas Wagyu bovines are docile animals selected and bred to ease handling.

    “The two breeds differ significantly in their agonistic responses, the Lidia being known as one of the most aggressive bovine breeds, whereas Wagyu bovines are docile animals, selected and bred by farmers with the aim of easing their handling [26].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [26] Takanishi N, Oishi K, Kumagai H, Uemura M, Hirooka H. Factors influencing the priority of access to food and their effects on the carcass traits for Japanese black (Wagyu) cattle. Animal. 2015;9(12):2017–23 https://doi.org/10.1017/S1751731115001214. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The expression of aggressive behavior depends on the interaction between environmental and genetic factors, with a genetic additive component of around 50% in humans.

    “Research has shown that the expression of aggressive behavior depends on the interaction between environmental and genetic factors, with a genetic additive component ranging around 50% in humans [4].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [4] Tuvblad C, Baker LA. Human aggression across the lifespan: genetic propensities and environmental moderators. Adv Genet. 2011;75:171–214 https://doi.org/10.1016/B978-0-12-380858-5.00007-1. source

      Not checked in the free run.

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    Premisecitation

    Molecular correlates of animal aggressive behaviors resemble varying biological mechanisms in human pathological aggression.

    “A large number of preclinical studies using different animal species as models has been encouraged on the reasoning that molecular correlates of animal aggressive behaviors resemble varying biological mechanisms in human pathological aggression [5].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [5] Blanchard DC, Blanchard RJ. What can animal aggression research tell us about human aggression? Horm Behav. 2003;44(3):171–7 https://doi.org/10.1016/S0018-506X(03)00133-8. source

      Not checked in the free run.

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    Premisecitation

    PFC lesions result in impulsive and antisocial behaviors in humans.

    “The PFC role in aggression has been studied in different species, e.g. PFC lesions result in impulsive and antisocial behaviors in humans [23] and offensive aggression in rodents [17].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [23] Brower MC, Price BH. Neuropsychiatry of frontal lobe dysfunction in violent and criminal behaviour: a critical review. J Neurol Neurosurg Psychiatry. 2001;71(6):720–6 https://doi.org/10.1136/jnnp.71.6.720. source

      Not checked in the free run.

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    Premisecitation

    Similar results are reported in RNA-seq profiles of different dog breeds.

    “Similar results are reported in RNA-seq profiles of different dog breeds [25].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [25] Våge J, Bønsdorff TB, Arnet E, Tverdal A, Lingaas F. Differential gene expression in brain tissues of aggressive and non-aggressive dogs. BMC Vet Res. 2010;6(1):3. source

      Not checked in the free run.

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    Premisecitation

    Modern humans have markedly reduced intraspecific reactive aggression when compared to extant primates.

    “In conjunction with findings that our species has markedly reduced intraspecific reactive aggression when compared to extant primates, this has helped to spur research into the hypothesis that, relative to archaic hominins, modern humans have undergone positive selection for a reduction in reactive aggression towards each other [13].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13] Wrangham RW. Hypotheses for the evolution of reduced reactive aggression in the context of human self-domestication. Front Psychol. 2019;10:1914. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    PFC lesions result in offensive aggression in rodents.

    “The PFC role in aggression has been studied in different species, e.g. PFC lesions result in impulsive and antisocial behaviors in humans [23] and offensive aggression in rodents [17].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] Craig IW, Halton KE. Genetics of human aggressive behaviour. Hum Genet. 2009;126(1):101–13 https://doi.org/10.1007/s00439-009-0695-9. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    GRIK3 has been targeted in modern human evolution and in multiple domestication events, including in dogs, sheep, yaks, and across multiple cattle breeds.

    “This gene has been targeted in modern human evolution and in multiple domestication events, including in dogs, sheep, yaks, and across multiple cattle breeds [16, 19, 20].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [16] Eusebi PG, Cortés O, Dunner S, Cañón J. Detection of selection signatures for agonistic behavior in cattle. J Anim Breed Genet. 2018;135(3):170–7 https://doi.org/10.1111/jbg.12325. source

      Not checked in the free run.

    • cites [19] Mariadassou M, Ramayo-Caldas Y, Charles M, Féménia M, Renand G, Rocha D. Detection of selection signatures in Limousin cattle using whole-genome resequencing. Anim Genet. 2020;51(5):815–9 https://doi.org/10.1111/age.12982. source

      Not checked in the free run.

    • cites [20] Qanbari S, Pausch H, Jansen S, Somel M, Strom TM, Fries, et al. Classic Selective Sweeps Revealed by Massive Sequencing in Cattle. PLoS Genet. 2014;10(2). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A catalogue of gene-specific sequence variants was detected as differentially expressed between a strain of silver fox selected for aggressive behaviors and its tame counterpart.

    “Moreover, a catalogue of gene-specific sequence variants was detected as differentially expressed between a strain of silver fox selected for aggressive behaviors when compared to its tame counterpart [24].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Kukekova AV, Johnson JL, Teiling C, Li L, Oskina IN, Kharlamova AV, et al. Sequence comparison of prefrontal cortical brain transcriptome from a tame and an aggressive silver fox (Vulpes vulpes). BMC Genomics. 2011;12(1):482 https://doi.org/10.1186/1471-2164-12-482. source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Lidia bovines belong to a primitive population selected for centuries to develop agonistic-aggressive responses, with moderate to high heritability estimates for the Lidia breed (0.20-0.36).

    “Lidia bovines belong to a primitive population, selected for centuries to develop agonistic-aggressive responses by means of a series of traits that are registered by breeders on a categorical scale, which classifies aggression and fighting capacity, reporting moderate to high heritability estimates for the Lidia (0.20–0.36) [14, 15].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [14] Silva B, Gonzalo A, Cañón J. Genetic parameters of aggressiveness, ferocity and mobility in the fighting bull breed. Anim Res. 2006;55(1):65–70 https://doi.org/10.1051/animres:2005046. source

      Not checked in the free run.

    • cites [15] Menéndez-Buxadera A, Cortés O, Cañon J. Genetic (co) variance and plasticity of behavioural traits in Lidia bovine breed. Ital J Anim Sci. 2017;16(2):208–16 https://doi.org/10.1080/1828051X.2017.1279035. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The Russian farm-fox experiment has shown that broad phenotypical changes can emerge from selection for reduced reactive aggression towards humans, a trait ubiquitous across domesticated species.

    “The Russian farm-fox experiment has shown that such broad phenotypical changes can emerge from selection for reduced reactive aggression towards humans, a trait ubiquitous across domesticated species [12].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] Trut L, Oskina I, Kharlamova A. Animal evolution during domestication: the domesticated fox as a model. Biol Essays. 2009;31(3):349–60.

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    MAOA is an important locus widely associated with pathological forms of aggression, manifesting in humans in psychiatric conditions such as manic and bipolar disorders and schizophrenia.

    “This includes a polymorphism in the promoter of the monoamine oxidase A (MAOA) gene, an important locus widely associated with pathological forms of aggression which, in humans, manifests in a broad spectrum of psychiatric conditions, such as manic and bipolar disorders and schizophrenia, among others [17, 18].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [17] Craig IW, Halton KE. Genetics of human aggressive behaviour. Hum Genet. 2009;126(1):101–13 https://doi.org/10.1007/s00439-009-0695-9. source

      Not checked in the free run.

    • cites [18] Eusebi PG, Sevane N, Cortés O, Contreras E, Cañon J, Dunner S. Aggressive behavior in cattle is associated with a polymorphism in the MAOA gene promoter. Anim Genet. 2019;51:14–21. source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The Lidia breed has been selected exclusively for aggressive behavior related traits, and the tamed Wagyu breed has been selected for meat quality traits and docile behaviors to facilitate handling.

    “The study is designed on the basis of the differences in aggressiveness reached through intensive human selection over the last centuries; whereas the Lidia breed has been selected exclusively for aggressive behavior related traits, the tamed Wagyu breed has been selected for meat quality traits and docile behaviors in order to facilitate handling [26].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [26] Takanishi N, Oishi K, Kumagai H, Uemura M, Hirooka H. Factors influencing the priority of access to food and their effects on the carcass traits for Japanese black (Wagyu) cattle. Animal. 2015;9(12):2017–23 https://doi.org/10.1017/S1751731115001214. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The eight Lidia individuals displayed similar scores on the four aggressiveness traits.

    “The eight individuals displayed similar scores (Supplementary Table 2).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    DRD2 has been widely studied in schizophrenia, for which SNPs located in the gene promoter affect its transcriptional activity.

    “The D2 dopamine receptor (DRD2) was identified as one of the top ranked genes and has been widely studied in schizophrenia, for which SNPs located in the gene promoter affect its transcriptional activity [58].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [58] d'Souza UM, Kel A, Sluyter F. From transcriptional regulation to aggressive behavior. Behav Genet. 2003;33(5):549–62 https://doi.org/10.1023/A:1025778817885. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    No agonistic encounters were registered among the Wagyu bovines nor against the personnel at the slaughterhouse.

    “as expected from their natural docile behavior, no agonistic encounters were registered among them nor against the personnel at the slaughterhouse.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Kukekova et al. [24] compared PFC expression between aggressive and docile strains of silver fox and observed enrichment of pathways related to cellular movement, growth and proliferation, hematological system development and antigen presentation.

    “Similar results were obtained by Kukekova et al. [24]; they compared the PFC expression between aggressive and docile strains of silver fox and also observed an enrichment of pathways related to cellular movement, growth and proliferation, hematological system development and antigen presentation.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [24] Kukekova AV, Johnson JL, Teiling C, Li L, Oskina IN, Kharlamova AV, et al. Sequence comparison of prefrontal cortical brain transcriptome from a tame and an aggressive silver fox (Vulpes vulpes). BMC Genomics. 2011;12(1):482 https://doi.org/10.1186/1471-2164-12-482. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    The transcriptional correlates of aggression result, at least in part, from controlled artificial selection.

    “These transcriptional correlates of aggression, resulting, at least in part, from controlled artificial selection, can provide valuable insights into the complex architecture that underlies naturally developed agonistic behaviors.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    All of the 24 up-regulated genes associated with aggressiveness and shared with previous studies are essential for neurodevelopment.

    “All of the 24 up-regulated genes associated with aggressiveness and shared with previous studies, are essential for neurodevelopment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Genealogical and behavioral scores of Lidia traits recorded between 1984 and 2010 and analyzed by Menéndez-Buxadera et al. using multi-trait reaction norm models revealed heritability values ranging between 0.230 and 0.308, with aggressiveness attaining the highest heritability score.

    “The genealogical and behavioral scores of these traits have been recorded between 1984 and 2010 and analyzed by Menéndez-Buxadera et al. [15], using multi-trait reaction norm models, which revealed heritability values ranging between 0.230 and 0.308, with aggressiveness attaining the highest heritability score.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [15] Menéndez-Buxadera A, Cortés O, Cañon J. Genetic (co) variance and plasticity of behavioural traits in Lidia bovine breed. Ital J Anim Sci. 2017;16(2):208–16 https://doi.org/10.1080/1828051X.2017.1279035. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Aberrant presenilin expression plays an important role in Alzheimer's disease, with behaviors such as agitation and aggression frequently occurring in patients.

    “It has been shown that aberrant presenilin expression also plays an important role in Alzheimer’s disease, with behaviors such as agitation and aggression frequently occurring in patients [22, 50].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [22] Siever LJ. Neurobiology of aggression and violence. Am J of Psych. 2008;165(4):429–42 https://doi.org/10.1176/appi.ajp.2008.07111774. source

      Not checked in the free run.

    • cites [50] Ballard CG, Gauthier S, Cummings JL, Brodaty H, Grossberg GT, Robert P, et al. Management of agitation and aggression associated with Alzheimer disease. Nat Rev Neurol. 2009;5(5):245–55 https://doi.org/10.1038/nrneurol.2009.39. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In the nervous system, integrins are essential molecules for neuroplasticity.

    “In the nervous system, integrins are essential molecules for neuroplasticity, i.e. the ability to adapt to internal and external stimuli by reorganizing its structure, function and connections [49].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [49] Cramer SC, Sur M, Dobkin BH, O'brien C, Sanger TD, Trojanowski JQ, et al. Harnessing neuroplasticity for clinical applications. Brain. 2011;134(6):1591–609 https://doi.org/10.1093/brain/awr039. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Fisher's exact test and FDR for multiple testing corrections were used for GO annotation and pathway enrichment scores.

    “We used Fisher’s exact test for annotation and the FDR for multiple testing corrections, both for the up and down regulated DEG with P-values ≤0.05, to infer their pathway enrichment scores.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationown data

    All these genes, RNAs and proteins appear to be involved in a heterogeneous array of biological functions related to behavior development and cell-to-cell signaling interactions.

    “All these genes, RNAs and proteins appear to be involved in a heterogeneous array of biological functions related to behavior development and cell-to-cell signaling interactions.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    A Benjamini-Hochberg False Discovery Rate was set as the threshold for statistically significant values of the Differentially Expressed Genes.

    “A Benjamini-Hochberg False Discovery Rate (FDR), which defines the significance of the Cuffdiff output, was set as threshold for statistically significant values of the Differentially Expressed Genes (DEG).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Testosterone is implicated in the modulation of PFC activity; when increased, it may affect fear-processing circuitry, which has been associated with reactive and abnormal aggressive responses.

    “Testosterone is a sex hormone that has been implicated in the modulation of PFC activity; when increased, it may affect fear-processing circuitry, which has been associated with reactive and abnormal aggressive responses [52, 53].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [52] Radke S, Volman I, Mehta P, van Son V, Enter D, Sanfey A, et al. Testosterone biases the amygdala toward social threat approach. Sci Adv. 2015;1(5):e1400074. source

      Not checked in the free run.

    • cites [53] Bakker-Huvenaars MJ, Greven CU, Herpers P, Wiegers E, Jansen A, Van Der Steen R, et al. Saliva oxytocin, cortisol, and testosterone levels in adolescent boys with autism spectrum disorder, oppositional defiant disorder/conduct disorder and typically developing individuals. Eur Neuropsychopharmacol. 2018;30:87–101. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Increased expression of integrins contributes to imbalanced synaptic function in specific pathological conditions, such as Alzheimer disease and schizophrenia, both often accompanied by episodic aggression and violence.

    “Increased expression of integrins contributes to imbalanced synaptic function in specific pathological conditions, such as Alzheimer disease and schizophrenia, both often accompanied by episodic aggression and violence [48].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [48] Wu X, Reddy DS. Integrins as receptor targets for neurological disorders. Pharmacol Ther. 2012;134(1):68–81 https://doi.org/10.1016/j.pharmthera.2011.12.008. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Yang et al. [54] observed a strong association of genes belonging to the blood coagulation pathway with human psychiatric disorders, such as major depression and suicidal behavior.

    “For example, Yang et al. [54] observed a strong association of genes belonging to the blood coagulation pathway with human psychiatric disorders, such as major depression and suicidal behavior.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [54] Yang Y, Chen J, Liu C, Fang L, Liu Z, Guo J, et al. The extrinsic coagulation pathway: a biomarker for suicidal behavior in major depressive disorder. Sci Rep. 2016;6(1):32882 https://doi.org/10.1038/srep32882. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Zhang-James et al. [36] reported a modest gene overlap between different categories of genetic evidence (human GWAS, genes with known causal evidence and rodent transcriptome genes).

    “Similarly, Zhang-James et al. [36] reported a modest gene overlap between different categories of genetic evidence (human GWAS, genes with known causal evidence and rodent transcriptome genes).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [36] Zhang-James Y, Fernàndez-Castillo N, Hess JL, Malki K, Glatt SJ, Cormand B, et al. An integrated analysis of genes and functional pathways for aggression in human and rodent models. Mol Psych. 2019;24(11):1655–67. source

      Not checked in the free run.

  • The quote only partly states this claim.

    Interpretationown data

    Down-regulation of heterotrimeric G-protein pathways and GAD2 promotes the development of aggressive responses selected for in Lidia cattle.

    “promoting the development of the aggressive responses selected for in Lidia cattle.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The GAD2 gene is a repressor of agonistic reactions associated with PFC activity.
    • Rests on an assumption: Heterotrimeric G-protein pathways are associated with low reactivity mental states.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Heterotrimeric G-protein pathways are the main signaling pathways downstream of receptor activation and have been functionally associated with major depression and bipolar disorders.

    “These routes are the main signaling pathways downstream of receptor activation and have been functionally associated with major depression and bipolar disorders [56].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [56] González-Maeso J, Meana JJ. Heterotrimeric g proteins: insights into the neurobiology of mood disorders. Curr Neuropharmacol. 2006;4(2):127–38 https://doi.org/10.2174/157015906776359586. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A mutation in LAMA2 is associated with denervation atrophy of the muscle.

    “The highest weight-ranked gene was the Laminin Subunit Alpha 2 (LAMA2), which encodes an extracellular matrix protein, and a mutation on which is associated with denervation atrophy of the muscle [57].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [57] Hall TE, Bryson-Richardson RJ, Berger S, Jacoby AS, Cole NJ, Hollway G, et al. The zebrafish candyfloss mutant implicates extracellular matrix adhesion failure in laminin alpha2-deficient congenital muscular dystrophy. Proc Natl Acad Sci. 2007;104(17):7092–7 https://doi.org/10.1073/pnas.0700942104. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Zhang-James et al. [36] identified ERK/MAPK signaling as mechanisms underlying aggression.

    “Similar results were obtained by Zhang-James et al. [36], who also identified ERK/MAPK signaling as mechanisms underlying aggression.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [36] Zhang-James Y, Fernàndez-Castillo N, Hess JL, Malki K, Glatt SJ, Cormand B, et al. An integrated analysis of genes and functional pathways for aggression in human and rodent models. Mol Psych. 2019;24(11):1655–67. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The PFC may not be representative of other brain regions also reported to play important roles in aggression, such as the amygdala, hippocampus or hypothalamus.

    “Nonetheless, despite the PFC being a key region for the modulation of aggressive behavior, it may not be representative of other brain regions also reported to play important roles in aggression, such as the amygdala, hippocampus or hypothalamus.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    This pathway is highlighted as having been altered in multiple domestication events (including that of cattle), as well as in modern-human evolution.

    “This pathway is also highlighted as having been altered in multiple domestication events (including that of cattle), as well as in modern-human evolution [10].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [10] Theofanopoulou C, Gastaldon S, O’Rourke T, Samuels BD, Messner A, Martins PT, et al. Self-domestication in Homo sapiens: Insights from comparative genomics. PLoS One. 2017;12:10. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given

    This study constitutes an important first step towards the identification of genes that promote aggression in cattle, and provides a novel species as model organism for disentangling the variable mechanisms underlying aggressive behaviors in our own species.

    “Nevertheless, this study constitutes an important first step towards the identification of genes that promote aggression in cattle, and provides a novel species as model organism for disentangling the variable mechanisms underlying aggressive behaviors in our own species.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: No prior study has described transcriptional mechanisms affecting aggressive behavior in cattle.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The MAPK/ERK cascade is a key regulator of cell growth and proliferation, and this signaling pathway activates the binding of different integrins at the cell surface to extracellular matrix proteins.

    “The MAPK/ERK cascade is a key regulator of cell growth and proliferation, but most important, this signaling pathway activates the binding of different integrins at the cell surface to extracellular matrix proteins [60], linking its function with the up-regulated integrin pathway explained above.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [60] Yee KL, Weaver VM, Hammer DA. Integrin-mediated signalling through the MAP-kinase pathway. IET Syst Biol. 2008;2(1):8–15 https://doi.org/10.1049/iet-syb:20060058. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Malki et al. [36] observed that the MAPK signaling pathway was differentially expressed between aggressive and non-aggressive lines in mouse models.

    “Malki et al. [36] performed a genome-wide transcriptome analysis of mouse models of aggression and also observed that the MAPK signaling pathway was differentially expressed between the aggressive and non-aggressive lines.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [36] Zhang-James Y, Fernàndez-Castillo N, Hess JL, Malki K, Glatt SJ, Cormand B, et al. An integrated analysis of genes and functional pathways for aggression in human and rodent models. Mol Psych. 2019;24(11):1655–67. source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    GAD2 is a GABA-synthesizing enzyme (converting glutamate to GABA), and low levels of GABA in the anterior cingulate cortex are associated with high levels of aggression.

    “This gene, is a Gamma-aminobutyric acid (GABA)-synthesizing enzyme (converting glutamate to GABA), which has an inverse but linear relationship with measures of aggression: low levels of GABA in the anterior cingulate cortex are associated with high levels of aggression [59].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [59] Jager A, Amiri H, Bielczyk N, van Heukelum S, Heerschap A, Aschrafi A. Poelmans G, et al cortical control of aggression: GABA signalling in the anterior cingulate cortex. Eur Neuropsychopharmacol. 2017;30:5–16. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    One limitation of the current study is that we still need to consider some inherent biasing factors such as those associated to breed differences and external factors such as the conditions of the animal's slaughter.

    “Furthermore, although our findings are consistent with gene expression studies of aggressive behaviors in other species, one limitation of the current study is that we still need to consider some inherent biasing factors such as those associated to breed differences and external factors such as the conditions of the animal’s slaughter.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Our findings open up the possibility that the Lidia share aspects of their neurotranscriptomic and behavioral profile with archaic humans, including elevated stress and aggressive reactivity.

    “Given that the relevant archaic genomic regions are implicated in the regulation of gene expression, our findings open up the intriguing possibility that the Lidia share aspects of their neurotranscriptomic and behavioral profile with archaic humans, including elevated stress and aggressive reactivity.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    This has been proposed to alter the balance of glutamate-GABA interactions in stress-response circuits, including in prefrontal and limbic regions that regulate the hypothalamic-pituitary-adrenal (HPA) axis.

    “This has been proposed to alter the balance of glutamate-GABA interactions in stress-response circuits, including in prefrontal and limbic regions that regulate the hypothalamic-pituitary-adrenal (HPA) axis [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] O’Rourke T, Boeckx C. Glutamate receptors in domestication and modern human evolution. Neurosci Biobehav Rev. 2020;108:341–57 https://doi.org/10.1016/j.neubiorev.2019.10.004. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Our observation that genes associated with archaic human regulatory changes show above-chance intersection with Lidia cattle DEGs mirrors findings that genetic changes in anatomically modern humans converge with those of domesticated species (including cattle).

    “Our observation that genes associated with archaic human regulatory changes show above-chance intersection with Lidia cattle DEGs mirrors findings that genetic changes in anatomically modern humans converge with those of domesticated species (including cattle) [9, 10].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [9] O’Rourke T, Boeckx C. Glutamate receptors in domestication and modern human evolution. Neurosci Biobehav Rev. 2020;108:341–57 https://doi.org/10.1016/j.neubiorev.2019.10.004. source

      Not checked in the free run.

    • cites [10] Theofanopoulou C, Gastaldon S, O’Rourke T, Samuels BD, Messner A, Martins PT, et al. Self-domestication in Homo sapiens: Insights from comparative genomics. PLoS One. 2017;12:10. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    The modulator effect of these molecules appears to increase the up-regulation of biological processes such as hyperactive behavior and anxiety, which are often associated with aggressiveness, as well Alzheimer disease.

    “The modulator effect of these molecules appears to increase the up-regulation of biological processes such as hyperactive behavior and anxiety, which are often associated with aggressiveness, as well Alzheimer disease, in concordance with the above findings.”
    Quote in the paperSubstantial claim
60 of 60
  • The paper relies on this without support.

    No studies on gene expression differences for behavioral features have been conducted in cattle so far.

    “However, no studies on gene expression differences for behavioral features have been conducted so far in cattle.”
  • The paper relies on this without support.

    The GAD2 gene is a repressor of agonistic reactions associated with PFC activity.

    “the GAD2 gene, a repressor of agonistic reactions associated with PFC activity”
  • The paper relies on this without support.

    Heterotrimeric G-protein pathways are associated with low reactivity mental states.

    “heterotrimeric G-protein pathways, associated with low reactivity mental states”
  • The paper relies on this without support.

    No prior study has described transcriptional mechanisms affecting aggressive behavior in cattle.

    “The present study represents the first description of transcriptional mechanisms affecting aggressive behavior in cattle.”
    “This the first time that a comparison of the differences in genomic expression between aggressive and non-aggressive selected cattle breeds has been performed”
  • The paper relies on this without support.

    The aggressive behavior of Lidia cattle is a valid model of reactive aggression.

    “These results confirm Lidia cattle as a valid model for the study of reactive aggression.”
  • The paper relies on this without support.

    The prefrontal cortex is a key region for the modulation of aggressive behavior.

    “despite the PFC being a key region for the modulation of aggressive behavior”
  • The paper relies on this without support.

    The curated set of aggression-associated genes (CSCA) accurately represents genes associated with aggression.

    “the 50 DEGs with WR values of 1 or above identified in common with the CSCA”
7 of 7

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Compared with Wagyu cattle, the highly aggressive Lidia breed shows upregulated expression of genes enriched in pathways linked to abnormal aggression and neurophysiological disorders, including LAMA2, DRD2, and GAD2.

    “Compared with Wagyu cattle, the highly aggressive Lidia breed shows upregulated expression of genes enriched in pathways linked to abnormal aggression and neurophysiological disorders, including LAMA2, DRD2, and GAD2 [131].”

    From The Genomic Landscape of Cattle: Domestication, Dispersal, and Adaptive Evolution (2026) · cites this paper as [131]

    The Results table lists LAMA2 and DRD2 as up-regulated in aggressive Lidia cattle, and the Discussion links the up-regulated genes to aggression and neurodevelopment. But the same table and Discussion identify GAD2 as down-regulated, not up-regulated. No page numbers are available in our copy. (LLM, conf=0.94)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Upstream regulator count changes from six to five

    Minor

    The abstract says six upstream regulators were identified, whereas the results say five.

  • LAMA2 is not the highest weight-ranked gene

    Minor

    The discussion calls LAMA2 the highest weight-ranked gene, but Table 2 assigns it a ranking of 2 and assigns SCD a higher ranking of 2.5.

  • Emotional-behavior row reports eight molecules but lists six

    Minor

    Table 5 reports eight molecules for emotional behavior, but its Genes column names only six.

3 of 3

Cites

Flagged first, then by citations

Research works printed but not linked: 3

  1. Tremblay RE, Nagin D. In: Tremblay RE, Hartup WW, Archer J, editors. The developmental origins of physical aggression: developmental origins of aggression. New York: The Guilford Press; 2008.
  2. Domecq JP. Del toreo a la bravura. Madrid: Alianza Editorial; 2009.
  3. Goff L, Trapnell C, Kelley D. cummeRbund: Analysis, exploration, manipulation, and visualization of Cufflinks high-throughput sequencing data. R package version 2.6.1; 2012.

Cited by

Sorted by citations

Authors
Eusebi, P. G., Sevane, N., O’Rourke, T., Pizarro, M., Boeckx, C., & Dunner, S.
Affiliations
  • Universidad Complutense de Madrid (ES)
  • Universitat de Barcelona (ES)
  • Institució Catalana de Recerca i Estudis Avançats (ES)
Corresponding author
Eusebi, Paulina G.
Venue
BMC Genomics
Published
2021-04-07
Volume
22
Issue
1
Pages
245-245
ISSN
1471-2164 (ISSN-L)
OpenAlex
W3140378225
Cited by
24
References
58
Citations by year
2026: 6 · 2025: 6 · 2023: 5 · 2022: 5 · 2021: 2
FWCI
1.70
Type
journal article
Language
en
Open access
Locations
  • BMC Genomics (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
  • Ministry of Education, Culture, Sports, Science and Technology (JP17H06379)
  • Generalitat de Catalunya (2017- SGR-341, PID2019)
  • Ministerio de Economía y Competitividad (PID2019-107042 GB-I00)
  • Japan Society for the Promotion of Science (JP17H06379)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic and phenotypic traits in livestock
  • Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Animal Behavior and Reproduction
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
Keywords
aggression, prefrontal cortex, cattle, gene expression profiling, Lidia cattle, Wagyu cattle, selective breeding, differentially expressed genes, ERK signaling, integrins, presenilin, gonadotropins, G protein signaling, GAD-2, upstream regulators
MeSH terms
Aggression, Animals, Behavior, Animal, Breeding, Cattle, Phenotype, Prefrontal Cortex, Transcriptome

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

Statistics and arithmetic are recomputed, not judged.

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