Acessibilidade / Reportar erro

Effect of Conjugated Linoleic Acid in Ovo Feeding to Broiler Embryos on Breast Muscle Transcriptome Changes

ABSTRACT

To better understand the effects of conjugated linoleic acid (CLA) administered at the early stages of embryonic development in poultry, it is necessary to analyze the molecular background. The molecular interpretation of poultry muscle after in-ovo administration of CLA remains to be reported. The purpose of the present study was to analyze the molecular background of muscle development based on gene expression parameters. On embryonic day (E) 11, the eggs were randomly divided into two groups (20 eggs per replicate). The CLA group was injected with 4.5 mg CLA in 100 mL of ethanol. The control group was injected with 100 mL of ethanol. At hatch, breast muscle samples were collected from four individuals per group for RNA-Seq. The result showed that 278 genes were differentially expressed (p<0.01, fold change >2) between the control group and the CLA group. 112 genes were upregulated in the CLA group, while 166 genes were upregulated in the control group. Function annotation showed that muscle activity (Ventricular cardiac muscle tissue morphogenesis, Adrenergic signaling in cardiomyocytes, Cardiac muscle contraction) and metabolism (Aromatic amino acid family metabolic process, Tyrosine metabolism, Retinol metabolism, Nitrogen metabolism, Cysteine, and methionine metabolism) were significantly enriched, including 11 genes(such as TNNI1, TNNC1, and MYL3) that were considerably upregulated in CLA group likely related to CLA processing by influencing the muscle activity processes and metabolic processes. It was concluded that in ovo, CLA supplementation could change the gene expression pattern of the breast muscle, and might affect muscle development.

Keywords:
CLA; in ovo administration; chicken; breast muscle; gene expression

INTRODUCTION

Conjugated linoleic acid (CLA) is a chemical compound consisting of a group of geometrical and positional isomers of linoleic acid, containing a conjugated double bond system. CLA has received much attention because of its attractive biological benefits. It has since been shown also to have antiatherogenic properties, normalize impaired glucose tolerance, stimulate immune function, and act as a potent cancer-preventive agent (den Hartigh et al., 2019; Basak et al., 2020Basak S, Duttaroy AK. Conjugated linoleic acid and its beneficial effects in obesity, cardiovascular disease, and cancer. Nutrients 2020;12(7):1913. https://doi.org/10.3390/nu12071913.
https://doi.org/10.3390/nu12071913...
; Dachev et al., 2021Dachev M, Bryndová J, Jakubek M, et al. The effects of conjugated linoleic acids on cancer. Processes 2021;9(3):454. https://doi.org/10.3390/pr9030454.
https://doi.org/10.3390/pr9030454...
; Fleck et al., 2021). In animal science, CLA, as a growth factor, has been shown to reduce body fat, increase lean body mass, and feed efficiency in pigs, chicks, and mice (Wang et al., 2019Wang S, Wang W, Zhang H, et al. Conjugated linoleic acid regulates lipid metabolism through the expression of selected hepatic genes in laying hens. Poultry Science 2019;98(10):4632-9. https://doi.org/10.3382/ps/pez161.
https://doi.org/10.3382/ps/pez161...
; Ao et al., 2020Ao X, Tran HN, Kim IH. Evaluation of feeding periods of dietary conjugated linoleic acid supplementation on growth performance, nutrient digestibility, blood profiles, and meat quality in finishing pigs. Canadian Journal of Animal Science, 2020;100(4):624-30. https://doi.org/10.1139/cjas-2019-0127.
https://doi.org/10.1139/cjas-2019-0127...
; Gao et al., 2022Gao S, He Y, Zhang L, et al. Conjugated linoleic acid ameliorates hepatic steatosis by modulating intestinal permeability and gut microbiota in ob/ob mice. Food & Nutrition Research 2022;66. https://doi.org/10.29219/fnr.v66.8226.
https://doi.org/10.29219/fnr.v66.8226...
; Panisson et al., 2022).

In ovo technology first became available for vaccination delivery in broiler hatcheries. In recent years, researchers have used in ovo technology to explore in ovo feeding on poultry hatching, development, and lipid metabolism. In ovo VE supplementation improved the chicks’ oxidative state, which led to improved incubation results, chick quality, and performance results (Araújo et al., 2019Araújo IC, Café MB, Noleto RA, et al. Effect of vitamin E in ovo feeding to broiler embryos on hatchability, chick quality, oxidative state, and performance. Poultry Science 2019;98(9):3652-61. https://doi.org/10.3382/ps/pey439.
https://doi.org/10.3382/ps/pey439...
). L-carnitine added to commercial vaccine diluent at levels between 0.5 and 8.0 mg/100 μL for the commercial injection of broiler hatching eggs may decrease liver glucose and increase pipping muscle moisture concentrations of chicks on day 0 and 3 post-hatch, respectively (Keralapurath et al., 2010Keralapurath M, Keirs R, Corzo A, et al. Effects of in ovo injection ofl-carnitine on subsequent broiler chick tissue nutrient profiles. Poultry Science 2010;89(2):335-41. https://doi.org/10.3382/ps.2009-00333.
https://doi.org/10.3382/ps.2009-00333...
). Glycerol inoculation at E18 enhanced liver glycogen deposition (p=0.001) and improved broilers’ performance at 7 d (Dal Pont et al., 2019Dal Pont G, Goes E, Araujo R, et al. Glycerol inoculation in eggs of young broiler breeders at different embryonic periods. Poultry Science 2019;98(9):3989-93. https://doi.org/10.3382/ps/pez141.
https://doi.org/10.3382/ps/pez141...
). Xu et al. (2022Xu W, Song Z, Wang W, et al. Effects of in ovo feeding of t10, c12-conjugated linoleic acid on hepatic lipid metabolism and subcutaneous adipose tissue deposition in newly hatched broiler chicks. Poultry Science 2022;101(5):101797. https://doi.org/10.1016/j.psj.2022.101797.
https://doi.org/10.1016/j.psj.2022.10179...
) demonstrate that in ovo feeding of t10,c12-CLA alleviates lipid accumulation in newly hatched chicks by suppressing fatty acid synthesis and stimulating lipolysis in the liver, and inhibiting adipocyte differentiation in subcutaneous adipose tissue. In ovo stimulation with lactobacillus plantarum with raffinose family oligosaccharides triggered the most potent and favorable changes in the pectoral muscle metabolic gene expression in broiler chickens (Dunislawska et al., 2020Dunislawska A, Siwek M, Slawinska A, et al. Metabolic gene expression in the muscle and blood parameters of broiler chickens stimulated in ovo with synbiotics. Animals 2020;10(4):687. https://doi.org/10.3390/ani10040687.
https://doi.org/10.3390/ani10040687...
). According to recent research conducted by Lu et al. (2022Lu P, Morawong T, Molee A, et al. Influences of L-arginine in ovo feeding on the hatchability, growth performance, antioxidant capacity, and meat quality of slow-growing chickens. Animals 2022;12(3):392. https://doi.org/10.3390/ani12030392.
https://doi.org/10.3390/ani12030392...
), the inclusion of IOF of Arg has shown to enhance the antioxidant capacity of the breast muscle of slow-growing chickens during the starter period. This improvement, in turn, may have a favorable impact on the overall health status of these birds post-hatch.

Most studies have focused on the phenotypic characteristics of chickens after in-ovo administration of nutrients, but the underlying molecular mechanisms remain to be reported. Therefore, to better understand the effects of CLA administered at the early stages of embryonic development in poultry, this study aims to explain the molecular background of chicken muscle change after CLA injection on day 12 of egg incubation, based on the RNA-seq of the breast muscle.

MATERIAL AND METHODS

Animals and treatment

In the present study, 40 fertility specific pathogen-free White Leghorn breeder (30 weeks of age) eggs with similar weights were purchased from Shandong Haotai Experimental Animal Breeding Co., Ltd. (Jinan, Shandong, China). The eggs were incubated in a forced draught incubator. The incubation approaches followed by Xu et al. (2022Xu W, Song Z, Wang W, et al. Effects of in ovo feeding of t10, c12-conjugated linoleic acid on hepatic lipid metabolism and subcutaneous adipose tissue deposition in newly hatched broiler chicks. Poultry Science 2022;101(5):101797. https://doi.org/10.1016/j.psj.2022.101797.
https://doi.org/10.1016/j.psj.2022.10179...
). On the embryonic day (E) 11, the eggs were randomly divided into two groups (20 eggs per group). The CLA group was injected with 4.5 mg t10, c12-CLA (Sigma-Aldrich, St Louis, MO) in 100 mL of ethanol. The control group was injected with 100 mL of ethanol. At embryonic age 18 d, the eggs from different groups were transferred into extra breathable mesh bags and returned to the incubator. The in-ovo feeding procedure was performed after removing dead sperm eggs.

Sample Collection and RNA Extraction

Randomly selected individuals from the experimental group and the control group were sacrificed after hatching. Breast muscle samples were collected from four individuals per group into 2 mL Eppendorf tubes and snap frozen in liquid nitrogen and held at -80 °C until RNA extraction. Total RNA was extracted using a Trizol reagent (Thermo Fisher, Waltham, MA, USA) following the manufacturer’s procedure. The total RNA quantity and purity were analyzed by Bioanalyzer 2100 and RNA 6000 Nano LabChip Kit (Agilent, CA, USA). The sequencing library was prepared from high-quality RNA samples with RIN > 7.0.

Library Construction and Sequencing

mRNA was isolated from total RNA (5ug) using Dynabeads Oligo (dT) (Thermo Fisher, Waltham, CA, USA) with two rounds of purification. After the mRNA was purified, it was fragmented into smaller pieces by heating it with divalent cations (Magnesium RNA Fragmentation Module (NEB, USA) under 94 ºC 5-7min). Then the cleaved RNA fragments were reverse-transcribed to create the cDNA by SuperScript™ II Reverse Transcriptase (Invitrogen, CA, USA), which was next used to synthesize U-labeled second-stranded DNAs with E. coli DNA polymerase I (NEB, USA), RNase H (NEB, USA) and dUTP Solution (Thermo Fisher, Waltham, CA, USA). Each strand’s blunt ends received an A-base to prepare them for ligation to the indexed adapters. For ligation to A-tailed fragmented DNA, each adaptor had a T-base overhang. Dual-index adapters were ligated to fragments, and AMPureXP beads were used for size selection. After the heat-labile UDG enzyme (NEB, USA) treatment of the U-labeled second-stranded DNAs, the ligated products were amplified with PCR by the following conditions: initial denaturation at 95 ºC for 3 min; 8 cycles of denaturation at 98 ºC for 15 sec, annealing at 60 ºC for 15 sec, and extension at 72 ºC for 30 sec; and then final extension at 72 ºC for 5 min. The average insert size for the final cDNA libraries was 300±50 bp. At last, we performed the 2×150bp paired-end sequencing (PE150) on an Illumina Novaseq™ 6000 (LC-Bio Technology CO., Ltd., Hangzhou, China) following the vendor’s recommended protocol.

RNA-Seq Reads Mapping and DEG Analysis

We aligned reads to the genome of Gallus_gallus 6.0 using HISAT (https://daehwankimlab.github.io/hisat2/, version:hisat2-2.0.4) package (Kim et al., 2015Kim D, Langmead B, Salzberg SL. HISAT: a fast spliced aligner with low memory requirements. Nature Methods 2015;12(4):357-60. https://doi.org/10.1038/nmeth.3317
https://doi.org/10.1038/nmeth.3317...
), which initially removed reads based on quality information accompanying each read and then mapped the reads to the reference genome. StringTie (http://ccb.jhu.edu/software/stringtie/, version:stringtie-1.3.4d) constructed each sample’s mapped reads (Pertea et al., 2015Pertea M, Pertea GM, Antonescu CM, et al. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nature Biotechnology 2015;33(3):290-5. https://doi.org/10.1038/nbt.3122.
https://doi.org/10.1038/nbt.3122...
). Gffcompare software (http://ccb.jhu.edu/software/stringtie/gffcompare.shtml, version:0.9.8) was used to rebuild a complete transcriptome from sample transcriptomes. StringTie and ballgown (http://www.bioconductor.org/packages/release/bioc/html/ballgown.html) were used to estimate the expression levels of all transcripts and calculate FPKM values for mRNAs after the final transcriptome was generated. DESeq2 analyzed gene expression in two groups. Differentially expressed genes (DEGs) were selected with log2 (fold change) > 1 or log2 (fold change) less than −1 with statistical significance (p<0.01). GO functions and KEGG pathways were enriched in differentially expressed genes.

qRT-PCR Confirmation

To confirm our differential expression results, we conducted quantitative reverse transcription PCR (qRT-PCR) for six selected genes (MYL10, MYHC1, G0S2, TNNC1, and USP24). The total RNA was used for first-strand cDNA synthesis using a commercial kit (TaKaRa, Dalian, China). cDNA was subsequently used for qRT-PCR analyses with an ABI 7500 Detection System (Applied Biosystems, Foster City, CA, USA) and primers designed using Primer Premier version 5.0 (PREMIER Biosoft, Palo Alto, CA, USA), as listed in Table 1. mRNA abundance of candidate genes was determined using the KAPA SYBR® FAST qPCR Master Mix (2×) Universal Cocktail (KAPA Biosystems, Boston, MA, USA). qRT-PCR was performed following the instructions of ABI 7500 with default parameters. A corrected Ct (ΔCt) was calculated by subtracting the β-actin Ct value from the target genes for each sample (Kaminski & Wong, 2018). To compare with the sequencing-based results, we converted the mean 2−ΔCt value for each group to fold change by dividing it by the mean value for the control as previously described (Yi et al., 2015Yi, G, Yuan, J, Bi, H, et al. In-depth duodenal transcriptome survey in chickens with divergent feed efficiency using RNA-Seq. PloS ONE 2015;10(9);e0136765. https://doi.org/10.1371/journal.pone.0136765.
https://doi.org/10.1371/journal.pone.013...
).

Table 1
The primers used in the qPCR.

RESULTS

Overall Assessment for Sequencing Data Mapping Statistics

We generated eight cDNA sequencing libraries. The libraries were sequenced, and eight sets of reads were obtained (Table 2). After filtering the low-quality raw reads, 48,225,038, 38,587,452, 51,007,780, 47,388,894, 42,437,314, 46,230,392, 42,926,074 and 51,258,668 clean reads were obtained from CLA_1, CLA_2, CLA_3, CLA_4, Control_1, Control_2, Control_3, and Control_4 samples, respectively. We mapped clean reads to the chicken reference genome Gallus_gallus 6.0 and found that 89.73-91.76% of the clean reads in the libraries were mapped to the chicken reference genome, and more than 60% of reads were uniquely mapped.

Table 2
Summary of reads after quality control and mapping to the reference genome.

Differential Expression Analysis of Genes

A total of 23,971 transcripts were obtained (FPKM ≥ 0.01) from 16,692 genes (Table S1). Two hundred seventy-eight genes were differentially expressed (p<0.01, fold change > 2) between the control group and the CLA group (Table S2). 112 genes were upregulating in the CLA group, while 166 genes were upregulated in the control group. G0S2, MYL10, TNNC1, TNNI1, PLN, MYOZ2, CSRP3, MYL3, MKNK2, and ENSGALG00000045540 were significantly upregulating in the CLA group. ENSGALG00000048899, IP6K3, UCP3, JUND, HIGD1A, CISH, SIK1, TFR2, MRI1, and MAT1A were significantly upregulated in control group (Table 3).

Table 3
Top 10 upregulated and downregulated genes in the CLA group.

GO annotation of differentially expressed genes

GO enrichment analysis results showed that DEGs significantly enriched 247 biological process categories, 37 cellular component categories, and 88 molecular function categories (p<0.05) (Table S3). The top 10 enriched GO terms (p<0.001) in the ontology classification “Biological Process” were selected and presented in Table 4. The results show that the GO terms for muscle activity processes (Ventricular cardiac muscle tissue morphogenesis, Regulation of the force of heart contraction, Cardiac muscle contraction) and metabolic processes (Aromatic amino acid family metabolic process, Tyrosine catabolic process, Nucleotide catabolic process) were significantly enriched, including 11 genes likely related to CLA processing by influencing the muscle activity processes and metabolic processes.

Table 4
Top 10 biological process terms from GO analysis.

Pathway enrichment analysis of differentially expressed genes

KEGG pathway enrichment analysis revealed that DEGs significantly enriched eight pathways (Fig. 1). Specifically, many genes were significantly enriched in signaling pathways closely related to muscle activity pathways (Cardiac muscle contraction, Adrenergic signaling in cardiomyocytes) and metabolic pathways (Tyrosine metabolism, Retinol metabolism, Nitrogen metabolism, Cysteine, and methionine metabolism, Glutathione metabolism, and MAPK signaling pathway). These results were consistent with the GO analysis results.

Figure 1
KEGG pathway analysis of differentially expressed genes.

The advanced bubble chart shows the enrichment of differentially expressed genes in signaling pathways. The Y-axis label represents the pathway, and the X-axis label represents the rich factor (rich factor = amount of differentially expressed genes enriched in the pathway/amount of all genes in the background gene set). The size and color of the bubble represent the amount of differentially expressed genes enriched in the pathway and enrichment significance, respectively.

Validation of DEGs by qRT-PCR

To validate the accuracy of mRNA-sequencing and our predictions, a subset of five crucial DEGs (TNNC1, MYL10, G0S1, MYHC1, and USP24) was selected for qRT-PCR validation. The comparative results of the fold changes predicted by RNA-Seq and qRT-PCR are displayed in Figure 2.

Figure 2
Illustration of quantitative reverse transcription PCR confirmation results for five selected differentially expressed genes.

DISCUSSION

In the case of commercial poultry, provision of nutrients at the time of pre-hatching is a most effective and beneficial tool and affect the performance of growth till the last age. In ovo, inoculation is the source of nutrients for the developing embryo, which increases the viability of embryo by 90% and decreases the stunted growth after hatching ( Saeed et al., 2019Saeed, M, Babazadeh, D, Naveed, M, et al. In ovo delivery of various biological supplements, vaccines and drugs in poultry: current knowledge. Journal of the Science of Food and Agriculture 2019(8):99. https://doi.org/10.1002/jsfa.9593.
https://doi.org/10.1002/jsfa.9593...
). CLA is a mixture of positional and geometric isomers of linoleic acid, containing a conjugated double bond system. Several studies have demonstrated that CLA increases lean body mass and enhances physical performance (Choi, 2009). The present study aimed to explain the molecular background of chicken muscle after CLA administration in ovo based on gene expression changes.

In this study, 278 genes were differentially ex-pressed between the control group and the CLA group. Function annotation showed that these DEGs were mainly involved in muscle amino acid metabolism and energy metabolism, such as Tyrosine metabolism, Cysteine and methionine metabolism, Glutathione metabolism, Nucleotide catabolic process, and MAPK signaling pathway. Protein and energy metabolism are tightly coupled, and the energy is needed for protein turnover during skeletal muscle development (Liu et al., 2020Liu J, Lei Q, Li F, et al. Dynamic transcriptomic analysis of breast muscle development from the embryonic to post-hatching periods in chickens. Frontiers in Genetics 2020;10:1308. https://doi.org/10.3389/fgene.2019.01308.
https://doi.org/10.3389/fgene.2019.01308...
). MAPK signaling pathway is essential for the expression of muscle-specific genes. For example, the MAPK signaling pathway was shown to be needed for the early presentation of Myf5 and the term of several muscle structural genes (Keren et al., 2006Keren A, Tamir Y, Bengal E. The p38 MAPK signaling pathway: a major regulator of skeletal muscle development. Molecular and Cellular Endocrinology 2006;252(1-2):224-30. https://doi.org/10.1016/j.mce.2006.03.017.
https://doi.org/10.1016/j.mce.2006.03.01...
). Moreover, DEGs were also related to muscle activity processes, including ventricular cardiac muscle tissue morphogenesis and cardiac muscle contraction. TNNI1, TNNC1, and MYL3 that were significantly upregulated in the CLA group and were enriched in these biological processes and pathways. Troponin I and troponin C are the constituent protein of the troponin complex. TnI-skeletal-slow-twitch (TNNI1) and troponin-C type 1 (TNNC1) genes are switched on during skeletal muscle myogenesis (Shu et al., 2019Shu J, Ji G, Zhang M, et al. Molecular cloning, characterization, and temporal expression profile of troponin i type 1 (TNNI1) gene in skeletal muscle during early development of Gaoyou duck (Anas Platyrhynchos Domestica). Animal Biotechnology 2019;30(2):118-28. https://doi.org/10.1080/10495398.2018.1444620.
https://doi.org/10.1080/10495398.2018.14...
). MYL3 is a member of the MYL (myosin light chain) family. MYL3 can bind calcium ions, promote muscle development, and participate in the contraction of striated muscles (Zhang et al., 2016Zhang C, Wang J, Wang G, et al. Molecular cloning and mRNA expression analysis of sheep MYL3 and MYL4 genes. Gene 2016;577(2):209-14. https://doi.org/10.1016/j.gene.2015.11.041.
https://doi.org/10.1016/j.gene.2015.11.0...
). These genes are highly expressed during the early periods of muscle development in chickens (Ouyang et al., 2017Ouyang H, Wang Z, Chen X, et al. Proteomic analysis of chicken skeletal muscle during embryonic development. Frontiers in Physiology 2017;8:281. https://doi.org/10.3389/fphys.2017.00281.
https://doi.org/10.3389/fphys.2017.00281...
).

In conclusion, our result showed that CLA administration in ovo changed the muscle gene expression that is involved in muscle activity processes, amino acid metabolism and energy metabolism. It provides an idea for the study of the effect of embryonic egg injection on muscle development, and provides theoretical guidance for the application of CLA administration in ovo.

ABBREVIATIONS

CISH, cytokine inducible SH2 containing protein; CSRP3, cysteine and glycine rich protein 3; G0S2, G0/G1 switch 2; HIGD1A, HIG1 hypoxia inducible domain family member 1A; IP6K3, inositol hexakisphosphate kinase 3; JUND, JunD proto-onco, AP-1 transcription factor subunit; MAT1A, methionine adenosyltransferase 1A; MYH1C, myosin heavy chain 1C; MKNK2, MAP kinase interacting serine/threonine kinase 2; MRI1, methylthioribose-1-phosphate isomerase 1; MYL3, myosin, light chain 3; MYL10, myosin light chain 10; MYOZ2, myozenin 2; PLN, phospholamban; SIK1, salt inducible kinase 1; TFR2, transferrin receptor 2; TNNC1, troponin-C type 1; TNNI1, TnI-skeletal-slow-twitch; UCP3, uncoupling protein 3; USP24, ubiquitin specific peptidase 24.

REFERENCE

  • Ao X, Tran HN, Kim IH. Evaluation of feeding periods of dietary conjugated linoleic acid supplementation on growth performance, nutrient digestibility, blood profiles, and meat quality in finishing pigs. Canadian Journal of Animal Science, 2020;100(4):624-30. https://doi.org/10.1139/cjas-2019-0127
    » https://doi.org/10.1139/cjas-2019-0127
  • Araújo IC, Café MB, Noleto RA, et al. Effect of vitamin E in ovo feeding to broiler embryos on hatchability, chick quality, oxidative state, and performance. Poultry Science 2019;98(9):3652-61. https://doi.org/10.3382/ps/pey439
    » https://doi.org/10.3382/ps/pey439
  • Basak S, Duttaroy AK. Conjugated linoleic acid and its beneficial effects in obesity, cardiovascular disease, and cancer. Nutrients 2020;12(7):1913. https://doi.org/10.3390/nu12071913
    » https://doi.org/10.3390/nu12071913
  • Choi Y-H. Conjugated linoleic acid as a key regulator of performance, lipid metabolism, development, stress and immune functions, and gene expression in chickens. Asian-Australasian Journal of Animal Sciences 2009;22:448-458. https://doi.org/10.1897/04-203R.1
    » https://doi.org/10.1897/04-203R.1
  • Dachev M, Bryndová J, Jakubek M, et al. The effects of conjugated linoleic acids on cancer. Processes 2021;9(3):454. https://doi.org/10.3390/pr9030454
    » https://doi.org/10.3390/pr9030454
  • Dal Pont G, Goes E, Araujo R, et al. Glycerol inoculation in eggs of young broiler breeders at different embryonic periods. Poultry Science 2019;98(9):3989-93. https://doi.org/10.3382/ps/pez141
    » https://doi.org/10.3382/ps/pez141
  • Dunislawska A, Siwek M, Slawinska A, et al. Metabolic gene expression in the muscle and blood parameters of broiler chickens stimulated in ovo with synbiotics. Animals 2020;10(4):687. https://doi.org/10.3390/ani10040687
    » https://doi.org/10.3390/ani10040687
  • Fleck A K, Hucke S, Teipel F, et al. Dietary conjugated linoleic acid links reduced intestinal inflammation to amelioration of CNS autoimmunity. Brain 2021;144(4):1152-66. https://doi.org/10.1093/brain/awab040
    » https://doi.org/10.1093/brain/awab040
  • Gao S, He Y, Zhang L, et al. Conjugated linoleic acid ameliorates hepatic steatosis by modulating intestinal permeability and gut microbiota in ob/ob mice. Food & Nutrition Research 2022;66. https://doi.org/10.29219/fnr.v66.8226
    » https://doi.org/10.29219/fnr.v66.8226
  • Hartigh LJ den. Conjugated linoleic acid effects on cancer, obesity, and atherosclerosis: A review of pre-clinical and human trials with current perspectives. Nutrients 2019;11(2):370. https://doi.org/10.3390/nu11020370
    » https://doi.org/10.3390/nu11020370
  • Kaminski NA, Wong EA. Differential mRNA expression of nutrient transporters in male and female chickens. Poultry Science 2017;97(1):313-8. https://doi.org/10.3382/ps/pex262
    » https://doi.org/10.3382/ps/pex262
  • Keralapurath M, Keirs R, Corzo A, et al. Effects of in ovo injection ofl-carnitine on subsequent broiler chick tissue nutrient profiles. Poultry Science 2010;89(2):335-41. https://doi.org/10.3382/ps.2009-00333
    » https://doi.org/10.3382/ps.2009-00333
  • Keren A, Tamir Y, Bengal E. The p38 MAPK signaling pathway: a major regulator of skeletal muscle development. Molecular and Cellular Endocrinology 2006;252(1-2):224-30. https://doi.org/10.1016/j.mce.2006.03.017
    » https://doi.org/10.1016/j.mce.2006.03.017
  • Kim D, Langmead B, Salzberg SL. HISAT: a fast spliced aligner with low memory requirements. Nature Methods 2015;12(4):357-60. https://doi.org/10.1038/nmeth.3317
    » https://doi.org/10.1038/nmeth.3317
  • Liu J, Lei Q, Li F, et al. Dynamic transcriptomic analysis of breast muscle development from the embryonic to post-hatching periods in chickens. Frontiers in Genetics 2020;10:1308. https://doi.org/10.3389/fgene.2019.01308
    » https://doi.org/10.3389/fgene.2019.01308
  • Lu P, Morawong T, Molee A, et al. Influences of L-arginine in ovo feeding on the hatchability, growth performance, antioxidant capacity, and meat quality of slow-growing chickens. Animals 2022;12(3):392. https://doi.org/10.3390/ani12030392
    » https://doi.org/10.3390/ani12030392
  • Ouyang H, Wang Z, Chen X, et al. Proteomic analysis of chicken skeletal muscle during embryonic development. Frontiers in Physiology 2017;8:281. https://doi.org/10.3389/fphys.2017.00281
    » https://doi.org/10.3389/fphys.2017.00281
  • Panisson JC, Maiorka A, Oliveira SG, et al. Effect of ractopamine and conjugated linoleic acid on performance of late finishing pigs. Animal 2020;14(2):277-84. https://doi.org/10.1017/S1751731119001708
    » https://doi.org/10.1017/S1751731119001708
  • Pertea M, Pertea GM, Antonescu CM, et al. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nature Biotechnology 2015;33(3):290-5. https://doi.org/10.1038/nbt.3122
    » https://doi.org/10.1038/nbt.3122
  • Saeed, M, Babazadeh, D, Naveed, M, et al. In ovo delivery of various biological supplements, vaccines and drugs in poultry: current knowledge. Journal of the Science of Food and Agriculture 2019(8):99. https://doi.org/10.1002/jsfa.9593
    » https://doi.org/10.1002/jsfa.9593
  • Shu J, Ji G, Zhang M, et al. Molecular cloning, characterization, and temporal expression profile of troponin i type 1 (TNNI1) gene in skeletal muscle during early development of Gaoyou duck (Anas Platyrhynchos Domestica). Animal Biotechnology 2019;30(2):118-28. https://doi.org/10.1080/10495398.2018.1444620
    » https://doi.org/10.1080/10495398.2018.1444620
  • Wang S, Wang W, Zhang H, et al. Conjugated linoleic acid regulates lipid metabolism through the expression of selected hepatic genes in laying hens. Poultry Science 2019;98(10):4632-9. https://doi.org/10.3382/ps/pez161
    » https://doi.org/10.3382/ps/pez161
  • Xu W, Song Z, Wang W, et al. Effects of in ovo feeding of t10, c12-conjugated linoleic acid on hepatic lipid metabolism and subcutaneous adipose tissue deposition in newly hatched broiler chicks. Poultry Science 2022;101(5):101797. https://doi.org/10.1016/j.psj.2022.101797
    » https://doi.org/10.1016/j.psj.2022.101797
  • Yi, G, Yuan, J, Bi, H, et al. In-depth duodenal transcriptome survey in chickens with divergent feed efficiency using RNA-Seq. PloS ONE 2015;10(9);e0136765. https://doi.org/10.1371/journal.pone.0136765
    » https://doi.org/10.1371/journal.pone.0136765
  • Zhang C, Wang J, Wang G, et al. Molecular cloning and mRNA expression analysis of sheep MYL3 and MYL4 genes. Gene 2016;577(2):209-14. https://doi.org/10.1016/j.gene.2015.11.041
    » https://doi.org/10.1016/j.gene.2015.11.041
  • SUPPLEMENTARY MATERIALS

    Table S1. The expression of all identified genes.
    Table S2. Information of differentially expressed genes (DEGs).
    Table S3. Results of the functional enrichment analysis of GO terms for DEGs.
  • ETHICS STATEMENT

    All animal experiments were conducted under the Guidelines for Experimental Animals, established by the Ministry of Science and Technology (Beijing, China), and the study complies with the ARRIVE guidelines (https://arriveguidelines.org). Animal experiments were approved by the Science Research Department of the Shandong Animal Husbandry General Station (Ji’nan, China).
  • COMPETING INTERESTS

    The authors declare that they have no competing interests.
  • FUNDING

    This research was funded by the Agricultural Breed Project of Shandong Province(2020LZGC013).

Publication Dates

  • Publication in this collection
    11 Dec 2023
  • Date of issue
    2023

History

  • Received
    10 May 2023
  • Accepted
    06 Sept 2023
Fundação de Apoio à Ciência e Tecnologia Avicolas Rua Barão de Paranapanema, 146 - Sala 72, Bloco A, Bosque, Campinas, SP - 13026-010. Tel.: 19 3255-8500 - Campinas - SP - Brazil
E-mail: revista@facta.org.br