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Genetic improvement of milk fatty acid content traits in dairy cattle is of great significance. However, chromatography-based methods to measure milk fatty acid content have several disadvantages. Thus, quick and accurate predictions of various milk fatty acid contents based on the mid-infrared spectrum (MIRS) from dairy herd improvement (DHI) data are essential and meaningful to expand the amount of phenotypic data available. In this study, 24 kinds of milk fatty acid concentrations were measured from the milk samples of 336 Holstein cows in Shandong Province, China, using the gas chromatography (GC) technique, which simultaneously produced MIRS values for the prediction of fatty acids. After quantification by the GC technique, milk fatty acid contents expressed as g/100 g of milk (milk-basis) and g/100 g of fat (fat-basis) were processed by five spectral pre-processing algorithms: first-order derivative (DER1), second-order derivative (DER2), multiple scattering correction (MSC), standard normal transform (SNV), and Savitzky-Golsy convolution smoothing (SG), and four regression models: random forest regression (RFR), partial least square regression (PLSR), least absolute shrinkage and selection operator regression (LassoR), and ridge regression (RidgeR). Two ranges of wavebands (4000~400 cm-1 and 3017~2823 cm-1/1805~1734 cm-1) were also used in the above analysis. The prediction accuracy was evaluated using a 10-fold cross validation procedure, with the ratio of the training set and the test set as 3:1, where the determination coefficient (R2) and residual predictive deviation (RPD) were used for evaluations. The results showed that 17 out of 31 milk fatty acids were accurately predicted using MIRS, with RPD values higher than 2 and R2 values higher than 0.75. In addition, 16 out of 31 fatty acids were accurately predicted by RFR, indicating that the ensemble learning model potentially resulted in a higher prediction accuracy. Meanwhile, DER1, DER2 and SG pre-processing algorithms led to high prediction accuracy for most fatty acids. In summary, these results imply that the application of MIRS to predict the fatty acid contents of milk is feasible.
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Lactação , Leite , Animais , Feminino , Bovinos , Leite/química , Ácidos Graxos/análise , Espectrofotometria Infravermelho/métodos , Análise dos Mínimos QuadradosRESUMO
BACKGROUND: Gram-negative bacteria are important pathogens in cattle, causing severe infectious diseases, including mastitis. Lipopolysaccharides (LPS) are components of the outer membrane of Gram-negative bacteria and crucial mediators of chronic inflammation in cattle. LPS modulations of bovine immune responses have been studied before. However, the single-cell transcriptomic and chromatin accessibility analyses of bovine peripheral blood mononuclear cells (PBMCs) and their responses to LPS stimulation were never reported. RESULTS: We performed single-cell RNA sequencing (scRNA-seq) and single-cell sequencing assay for transposase-accessible chromatin (scATAC-seq) in bovine PBMCs before and after LPS treatment and demonstrated that seven major cell types, which included CD4 T cells, CD8 T cells, and B cells, monocytes, natural killer cells, innate lymphoid cells, and dendritic cells. Bioinformatic analyses indicated that LPS could increase PBMC cell cycle progression, cellular differentiation, and chromatin accessibility. Gene analyses further showed significant changes in differential expression, transcription factor binding site, gene ontology, and regulatory interactions during the PBMC responses to LPS. Consistent with the findings of previous studies, LPS induced activation of monocytes and dendritic cells, likely through their upregulated TLR4 receptor. NF-κB was observed to be activated by LPS and an increased transcription of an array of pro-inflammatory cytokines, in agreement that NF-κB is an LPS-responsive regulator of innate immune responses. In addition, by integrating LPS-induced differentially expressed genes (DEGs) with large-scale GWAS of 45 complex traits in Holstein, we detected trait-relevant cell types. We found that selected DEGs were significantly associated with immune-relevant health, milk production, and body conformation traits. CONCLUSION: This study provided the first scRNAseq and scATAC-seq data for cattle PBMCs and their responses to the LPS stimulation to the best of our knowledge. These results should also serve as valuable resources for the future study of the bovine immune system and open the door for discoveries about immune cell roles in complex traits like mastitis at single-cell resolution.
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Cromatina , Leucócitos Mononucleares , Lipopolissacarídeos , Transcriptoma , Animais , Bovinos/imunologia , Cromatina/genética , Cromatina/metabolismo , Feminino , Imunidade Inata , Leucócitos Mononucleares/metabolismo , Lipopolissacarídeos/farmacologia , Linfócitos/metabolismo , NF-kappa B/metabolismoRESUMO
OBJECTIVE: The aim of this study was to examine the relationships of personality types (i.e., self-control, BAS/BIS) and online shopping addiction (OSA) behavior and to investigate whether high-OSA tendency individuals display attentional biases toward online shopping-related (OS-related) stimuli as well as the links between attentional bias and personality types. METHOD: The study included 98 college students divided into three groups (i.e., high-, medium- and low-OSA) according to their OSA behavior. The personality types (i.e., self-control, BAS/BIS) and OSA behavior were investigated by questionnaires. The attentional bias was evaluated by the OS-related Stroop and dot-probe task (DPT) paradigms. RESULTS: OSA was positively predicted by time spent on online shopping per day and average consumption for online shopping monthly, and negatively by self-control. High-OSA individuals displayed significant attentional biases toward OS-related stimuli in the Stroop, but not DPT paradigm. Moreover, the attentional bias toward OSA-related stimuli in high-OSA individuals was negatively correlated with self-control. CONCLUSION: These findings demonstrated the critical role of self-control in OSA behavior and attentional bias to OS-related stimuli in high-OSA individuals, indicating that more importance should be attached to self-control for the clinical intervention of online shopping addiction in future studies.
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Viés de Atenção , Comportamento Aditivo/psicologia , Comportamento Obsessivo/psicologia , Autocontrole , Estudantes/psicologia , Comércio , Feminino , Humanos , Internet , Masculino , Inquéritos e Questionários , Adulto JovemRESUMO
BACKGROUND: With the popularity of mobile phones, problematic mobile phone use is getting increasing attention in recent years. Although self-control was found to be a critical predictor of problematic mobile phone use, no study has ever explored the association between self-control and mobile phone use patterns as well as the possible pathway how self-control affects problematic mobile phone use. METHODS: Four hundred sixty-eight college students were randomly selected in this study. Data were collected using the Problematic Mobile Phone Use Scale, the Self-Control Scale, and the Mobile Phone Use Pattern Questionnaire. Statistical tests were conducted to identify the potential role of mobile phone use patterns in the association between self-control and problematic mobile phone use. RESULTS: In this sample, female students displayed significant higher mobile phone dependence than males. Self-control was negatively correlated with interpersonal, transaction and entertainment mobile phone use patterns, but positively correlated with information seeking use pattern. Self-control could predict problematic mobile phone use directly and indirectly via interpersonal and transaction patterns. CONCLUSIONS: Our research provided additional evidence for the negative association between self-control and problematic mobile phone use. Moreover, interpersonal and transaction use patterns played a mediating role in this link.
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Povo Asiático/psicologia , Telefone Celular , Comportamento Problema/psicologia , Autocontrole/psicologia , Estudantes/psicologia , Adolescente , Feminino , Humanos , Masculino , Inquéritos e Questionários , Adulto JovemRESUMO
The elite bull plays an extremely important role in the genetic progression of the dairy cow population. The previous results indicated the potential positive relationship of large scrotal circumference (SC) with improved semen volume, concentration, and motility. In order to improve bull's semen quantity and quality by selection, it is necessary to estimate the genetic parameters of semen traits and their correlations with other conformation traits such as SC that could be used for an indirect selection. In this study, the genetic parameters of seven semen traits (n = 66,260) and nine conformation traits (n = 3,642) of Holstein bulls (n = 453) were estimated by using the bivariate repeatability animal model with the average information-restricted maximum likelihood (AI-REML) approach. The results showed that the estimated heritabilities of semen traits ranged from 0.06 (total number of motile sperm, TNMS) to 0.37 (percentage of abnormal sperm, PAS) and conformation traits ranged from 0.23 (pin width, PW) to 0.69 (hip height, HH). The highest genetic correlations were found between semen volume per ejaculation (SVPE), semen concentration per ejaculation (SCPE), total number of sperm (TNS), and TNMS traits that were 0.97, 0.98, 1.00, and 0.99, respectively. Phenotypic correlations between SC and SVPE, SCPE, TNS, and TNMS were 0.35, 0.35, 0.48, and 0.42, respectively. In summary, the moderate or high heritability of semen traits indicates that genetic improvement of semen quality by selection is feasible, where SC could be a useful trait for indirect selection or as correlated information to improve semen quantity and production in the practical bull breeding programs.
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Heat stress has been a big challenge for animal survival and health due to global warming. However, the molecular processes driving heat stress response were unclear. In this study, we exposed the control group rats (n = 5) at 22 °C and the other three heat stress groups (five rats in each group) at 42 °C lasting 30, 60, and 120 min, separately. We performed RNA sequencing in the adrenal glands and liver and detected the levels of hormones related to heat stress in the adrenal gland, liver, and blood tissues. Weighted gene co-expression network analysis (WGCNA) was also performed. Results showed that rectal temperature and adrenal corticosterone levels were significantly negatively related to genes in the black module, which was significantly enriched in thermogenesis and RNA metabolism. The genes in the green-yellow module were strongly positively associated with rectal temperature and dopamine, norepinephrine, epinephrine, and corticosterone levels in the adrenal glands and were enriched in transcriptional regulatory activities under stress. Finally, 17 and 13 key genes in the black and green-yellow modules were identified, respectively, and shared common patterns of changes. Methyltransferase 3 (Mettl3), poly(ADP-ribose) polymerase 2 (Parp2), and zinc finger protein 36-like 1 (Zfp36l1) occupied pivotal positions in the protein-protein interaction network and were involved in a number of heat stress-related processes. Therefore, Parp2, Mettl3, and Zfp36l1 could be considered candidate genes for heat stress regulation. Our findings shed new light on the molecular processes underpinning heat stress.
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Enhancing the immune response through breeding is regarded as an effective strategy for improving animal health, as dairy cattle identified as high immune responders are reported to have a decreased prevalence of economically significant diseases. The identification of differentially expressed genes (DEGs) associated with immune responses might be an effective tool for breeding healthy dairy cattle. In this study, antibody-mediated immune responses (AMIRs) were induced by the immunization of hen egg white lysozyme (HEWL) in six Chinese Holstein dairy bulls divided into high- and low-AMIR groups based on their HEWL antibody level. Then, RNA-seq was applied to explore the transcriptome of peripheral whole blood between the two comparison groups. As a result, several major upregulated and downregulated genes were identified and attributed to the regulation of locomotion, tissue development, immune response, and detoxification. In addition, the result of the KEGG pathway analysis revealed that most DEGs were enriched in pathways related to disease, inflammation, and immune response, including antigen processing and presentation, Staphylococcus aureus infection, intestinal immune network for IgA production, cytokine-cytokine receptor interaction, and complement and coagulation cascades. Moreover, six genes (BOLA-DQA5, C5, CXCL2, HBA, LTF, and COL1A1) were validated using RT-qPCR, which may provide information for genomic selection in breeding programs. These results broaden the knowledge of the immune response mechanism in dairy bulls, which has strong implications for breeding cattle with an enhanced AMIR.
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OBJECTIVES: This study was performed in the frame of a more extensive study dedicated to the integrated analysis of the single-cell transcriptome and chromatin accessibility datasets of peripheral blood mononuclear cells (PBMCs) with a large-scale GWAS of 45 complex traits in Chinese Holstein cattle. Lipopolysaccharide (LPS) is a crucial mediator of chronic inflammation to modulate immune responses. PBMCs include primary T and B cells, natural killer (NK) cells, monocytes (Mono), and dendritic cells (DC). How LPS stimulates PBMCs at the single-cell level in dairy cattle remains largely unknown. DATA DESCRIPTION: We sequenced 30,756 estimated single cells and mapped 26,141 of them (96.05%) with approximately 60,075 mapped reads per cell after quality control for four whole-blood treatments (no, 2 h, 4 h, and 8 h LPS) by single-cell RNA sequencing (scRNA-seq) and single-cell sequencing assay for transposase-accessible chromatin (scATAC-seq). Finally, 7,107 (no), 9,174 (2 h), 6,741 (4 h), and 3,119 (8 h) cells were generated with ~ 15,000 total genes in the whole population. Therefore, the single-cell transcriptome and chromatin accessibility datasets in this study enable a further understanding of the cell types and functions of PBMCs and their responses to LPS stimulation in vitro.
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Cromatina , Transcriptoma , Bovinos , Animais , Transcriptoma/genética , Cromatina/genética , Leucócitos Mononucleares , Lipopolissacarídeos/farmacologia , Sequência de BasesRESUMO
The grassland in the Qinghai-Tibetan plateau provide habitat for many indigenous and introduced ruminants which perform important ecological functions that impact the whole Qinghai-Tibetan plateau ecosystem. These indigenous Tibetan ruminants have evolved several adaptive traits to withstand the severe environmental conditions, especially cold, low oxygen partial pressure, high altitude, strong UV radiation, and poor forage availability on the alpine rangelands. Despite the challenges to husbandry associated with the need for enhanced adaptation, several domesticated ruminants have also been successfully introduced to the alpine pasture regions to survive in the harsh environment. For ruminants, these challenging conditions affect not only the host, but also their commensal microbiota, especially the diversity and composition of the rumen microbiota; multiple studies have described tripartite interactions among host-environment-rumen microbiota. Thus, there are significant benefits to understanding the role of rumen microbiota in the indigenous and introduced ruminants of the Qinghai-Tibetan plateau, which has co-evolved with the host to ensure the availability of specific metabolic functions required for host survival, health, growth, and development. In this report, we systemically reviewed the dynamics of rumen microbiota in both indigenous and introduced ruminants (including gut microbiota of wild ruminants) as well as their structure, functions, and interactions with changing environmental conditions, especially low food availability, that enable survival at high altitudes. We summarized that three predominant driving factors including increased VFA production, enhanced fiber degradation, and lower methane production as indicators of higher efficiency energy harvest and nutrient utilization by microbiota that can sustain the host during nutrient deficit. These cumulative studies suggested alteration of rumen microbiota structure and functional taxa with genes that encode cellulolytic enzymes to potentially enhance nutrient and energy harvesting in response to low quality and quantity forage and cold environment. Future progress toward understanding ruminant adaptation to high altitudes will require the integration of phenotypic data with multi-omics analyses to identify host-microbiota co-evolutionary adaptations enabling survival on the Qinghai-Tibetan plateau.
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OBJECTIVE: To explore the mitochondrial mechanism of adaptation to hypoxia of Tibetan. METHODS: The body weights and heights of 32 neonates borne by native Tibetan women and of 20 neonates borne by immigrant Han women were measured immediately after birth. The placentae were collected to measure the weight and volume and placental mitochondria were isolated. The mitochondrial respiratory state III (ST3), respiratory state IV (ST4), and respiratory control ratio (RCR) were measured with Clark electrode and the oxidative phosphorylation rate (OPR) was calculated. RESULTS: (1) The mean body weight of the neonates borne by native Tibetan women was 3.495+/-0.493 kg, significantly greater than that of the neonates borne by immigrant Han women (2.952+/-0.388 kg, t=3.365, P=0.000). The mean body height of the neonates borne by native Tibetan women was 49.81+/-2.56 cm, significantly greater than that of the neonates borne by immigrant Han women (48.10+/-2.30 cm, t=2.025, P=0.000). The mean weight of the placentae of the native Tibetan women was 0.509+/-0.090 kg, significantly greater than that of the migrant Han women too (0.429+/-0.099 kg, t=0.695, P=0.004), and the mean volume of the placentae of the native Tibetan women was 657.66+/-167.10 cm3, significantly greater than that of the migrant Han women (500.46+/-140.69 cm3, t=1.834, P=0.001). (2) The ST3, RCR, and OPR of the placental mitochondria of the native Tibetan women were 4.22+/-0.97, 67.78+/-13.57 nmol Oxmin(-1)xmg pro(-1), and 117.93+/-32.69 nmol Oxmin(-1)xmg pro(-1), all significantly higher than those of the migrant Han women (3.21+/-0.37, 41.27+/-10.49 nmol Oxmin(-1)xmg pro(-1), and 68.94+/-28.88 nmol Oxmin(-1)xmg pro(-1) respectively, t=3.232, 5.257, and 2.985, P=0.004, 0.000, and 0.001 respectively), while ST4 showed no significant difference between the two groups (16.58+/-3.53 nmol Oxmin(-1)xmg pro(-1) vs. 14.79+/-4.69 nmol Oxmin(-1)xmg pro(-1), t=1.069, P=0.297). CONCLUSION: The mitochondrial oxidative phosphorylation activity is significantly higher in the native Tibetan than in the immigrant Han population, indicating that Tibetans are able to utilize much more oxygen under hypoxic conditions at high altitude. This may be an important mechanism by which Tibetans adapt well to hypoxic environment at high altitude.
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Altitude , Mitocôndrias/fisiologia , Placenta/fisiologia , Respiração Celular/fisiologia , Feminino , Humanos , Fosforilação Oxidativa , Placenta/citologia , TibetRESUMO
Cerebral white matter (WM) lesions contribute to cognitive impairment and motor dysfunction in the elderly. Intercellular adhesion molecule-1 (ICAM-1) and vascular cell adhesion molecule-1 (VCAM-1) are two important adhesion molecules that are upregulated during endothelial activation. Data from recent studies have suggested that ICAM-1 levels are related to progression of white matter hyperintensities (WMH) on MRI. In the present study, we hypothesized that ICAM-1 and VCAM-1 are involved in the endothelial dysfunction and the subsequent WM lesions after chronic cerebral hypoperfusion. Rats underwent bilateral common carotid artery ligation. They were divided into the lipoic acid group and the saline (vehicle) group. RT-PCR and double immunofluorescence for ICAM-1, VCAM-1, endothelial cells (staining positive for von Willebrand factor, vWF), reactive astrocytes (GFAP staining) and activated microglia/macrophages/(CD11b/c staining) were analyzed at baseline and at 1, 3, 7, 14 and 28 days after hypoperfusion. The severity of the WM lesions in the corpus callosum, internal capsule, and external capsule of both hemispheres was graded by luxol fast blue staining. RT-PCR and double immunofluorescence analysis of white matter from rats that had received lipoic acid (100mg/kg/day) for 28 days exhibited markedly reduced expression of ICAM-1 and VCAM-1 over endothelial cells compared with that of rats receiving saline. In the rats treated with lipoic acid, the WM lesions after chronic cerebral hypoperfusion were significantly less severe, and the number of reactive astrocytes and activated microglia/macrophages (CD11b/c staining) were also significantly lower as compared with the saline-treated rats. These findings indicate that endothelial dysfunction plays a critical role in overexpression of ICAM-1 and VCAM-1, glial cell activation and WM lesions after chronic cerebral hypoperfusion and suggest the potential value of lipoic acid as a therapeutic tool in cerebrovascular WM lesions. Our results also provide support for endothelial activation being involved in early pathogenesis of WM lesions and suggest that therapies that stabilize the endothelium may have a role in preventing WM lesions progression.