Next Article in Journal
Characterization of the Complete Mitochondrial Genome and Phylogenetic Analyses of Eurytrema coelomaticum (Trematoda: Dicrocoeliidae)
Next Article in Special Issue
Genetic Architecture of Abdominal Fat Deposition Revealed by a Genome-Wide Association Study in the Laying Chicken
Previous Article in Journal
miR-302d Targeting of CDKN1A Regulates DNA Damage and Steroid Hormone Secretion in Bovine Cumulus Cells
 
 
Search for Articles:
Title / Keyword
Author / Affiliation / Email
Journal
Article Type
 
 
Advanced Search
 
Section
Special Issue
Volume
Issue
Number
Page
 
Journals
Genes
Volume 14
Issue 12
10.3390/genes14122197
genes-logo
Submit to this Journal Review for this Journal Propose a Special Issue
► Article Menu

Article Menu

share Share announcement Help format_quote Cite question_answer Discuss in SciProfiles thumb_up
...
Endorse textsms
...
Comment
first_page
settings
Order Article Reprints
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Review

Genomic Insights into Molecular Regulation Mechanisms of Intramuscular Fat Deposition in Chicken

by
Yuzhu Cao
1,
Yuxin Xing
1,
Hongbo Guan
1,
Chenglin Ma
1,
Qihui Jia
1,
Weihua Tian
1,
Guoxi Li
1,2,3,
Yadong Tian
1,2,3,
Xiangtao Kang
1,2,3,
Xiaojun Liu
1,2,3 and
Hong Li
1,2,3,*
1
College of Animal Science and Technology, Henan Agricultural University, Zhengzhou 450046, China
2
International Joint Research Laboratory for Poultry Breeding of Henan, Zhengzhou 450046, China
3
Henan Key Laboratory for Innovation and Utilization of Chicken Germplasm Resources, Zhengzhou 450046, China
*
Author to whom correspondence should be addressed.
Genes 2023, 14(12), 2197; https://doi.org/10.3390/genes14122197
Submission received: 26 October 2023 / Revised: 7 December 2023 / Accepted: 7 December 2023 / Published: 10 December 2023
(This article belongs to the Special Issue Poultry Breeding and Genetics)
Browse Figure
Versions Notes

Abstract

:
Intramuscular fat (IMF) plays an important role in the tenderness, water-holding capacity, and flavor of chicken meat, which directly affect meat quality. In recent years, regulatory mechanisms underlying IMF deposition and the development of effective molecular markers have been hot topics in poultry genetic breeding. Therefore, this review focuses on the current understanding of regulatory mechanisms underlying IMF deposition in chickens, which were identified by multiple genomic approaches, including genome-wide association studies, whole transcriptome sequencing, proteome sequencing, single-cell RNA sequencing (scRNA-seq), high-throughput chromosome conformation capture (HiC), DNA methylation sequencing, and m6A methylation sequencing. This review comprehensively and systematically describes genetic and epigenetic factors associated with IMF deposition, which provides a fundamental resource for biomarkers of IMF deposition and provides promising applications for genetic improvement of meat quality in chicken.

1. Introduction

Intramuscular fat (IMF) content determines meat tenderness, water-holding capacity, and flavor and serves as an important indicator for meat quality evaluation in livestock and poultry [1,2,3]. Intensive selection for poultry based on growth rate and feed efficiency has resulted in lower IMF content and poorer meat quality, which reduces consumer acceptability and preference [4,5,6]. IMF content is a quantitative trait and has a low to moderate estimated heritability of approximately 0.11–0.16 in chickens [7,8]. Despite a lower heritability, IMF still distinctly responds to selection [9,10], indicating that a genetic approach is an effective way to improve IMF deposition in chickens. Hence, it is extremely important to identify the multifaceted molecular mechanisms, develop effective molecular markers of IMF deposition, and thus accelerate the genetic improvement of IMF content in chickens.
IMF deposition is dependent on the proliferation and differentiation of intramuscular preadipocytes, which is complex and orchestrated by synergistic induction of genetic factors, endocrine hormones, environmental effects, etc. [11,12,13,14,15]. With the continuous development and improvement of sequencing technology, new advances have been made in the molecular mechanisms regulating IMF deposition using different genomic approaches. This review aims to summarize the current understanding of regulatory factors responsible for IMF deposition in chickens at transcriptional, post-transcriptional, and epigenetic scales, which not only provide a better understanding of molecular mechanisms underlying IMF deposition but also provide novel insights into the functional biomarkers for improving meat quality in chickens.

2. Research Status on the IMF Deposition of Chickens

Chicken IMF content is an important factor that affects meat quality. It is an important selection indicator for poultry breeding, and increasing IMF is an important strategy to improve meat quality. Therefore, resolving the molecular regulation mechanisms of IMF deposition and developing effective molecular markers have been popular research topics in the field of poultry genetic breeding.

2.1. Overview of IMF in Chicken

Adipose tissue development is a process consisting of adipogenesis and cellular accumulation of triglyceride (TG) within lipid droplets [16,17]. According to the distribution location, adipose tissue is divided into abdominal fat, subcutaneous fat, and IMF. Chicken IMF is mainly deposited by the proliferation of preadipocytes and an increase in adipocyte size, i.e., the chicken IMF content depends on the number of cells and lipid deposition capacity [18]. In previous studies, IMF was mainly composed of triglycerides, phospholipids, and structural lipids, but the detailed lipid composition of IMF in chickens is unknown [19]. Lipid molecules detected in muscle were classified into four categories: glycerol esters (GLs), glycerophospholipids (GPs), sphingolipids (SPs), and sterolipids (STs) based on the recognized lipid MAPS classification method [20,21].

2.2. Candidate Genes That Harbor Expression Correlation with IMF Content

Previous studies revealed the correlations between the expression levels of genes involving lipid metabolism and IMF content. Li et al. (2008) found that compared with Jingxing yellow hens, the expression level of adipocyte fatty acid binding protein 4 (A-FABP) was significantly increased in Beijing You hens, which have higher IMF content, and A-FABP expression was significantly higher in males than in females [22]. Zhang et al. (2017) and Zhang et al. (2018) found that the expression levels of adiponectin receptor 1/2 (ADIPOR1/2) and fibroblast growth factor 1/10 (FGF1/10) were positively correlated with IMF content in the leg muscles of male chickens, whereas other studies on IMF deposition in Tibetan chickens showed that the mRNA levels of FGF1 and FGF10 were negatively correlated with IMF content in female chickens [23,24]. Li et al. (2016) found that the expression level of the secreted frizzled-related protein 5 gene (SFRP5) in the pectoral and leg muscles of Tibetan chickens correlated with IMF content [25]. Sun et al. (2019) found that Krüppel-like transcriptional factor 9 (KLF9) is involved in regulating chicken intramuscular preadipocyte differentiation [26]. These findings indicate that chicken IMF deposition is influenced by various factors, such as breed, sex, and developmental period.

2.3. Identification of Candidate Genes Controlling IMF Deposition Using Genome-Wide Association Study

IMF content belongs to a quantitative trait that is regulated by multiple genes. Genome-wide association study (GWAS) is a powerful tool to identify genetic variation associated with IMF content at the genomic level, including single nucleotide polymorphism (SNP), insertion/deletion (InDel), copy number variation (CNV), and quantitative trait loci (QTL) [27]. According to the chicken QTL database (Release 50, 25 April 2023), there are three QTLs associated with IMF percentage. For example, Nassar et al. (2013) localized a QTL for IMF content at GGA14 by genomic scanning of 278 F2 roosters produced from crosses between New Hampshire and White Leghorn chickens [28]. TYRO3 protein tyrosine kinase (TYRO3), microsomal glutathione S-transferase 1 (MGST1), kinesin family member 2A (KIF2A), and nucleoside-triphosphatase cancer-related (NTPCR) were identified as genes potentially related to IMF content in the pectoral muscle of the F2 resource population of Beijing You chicken and commercial fast Cobb Vantress [29]. Liu et al. (2013) identified genomic regions that influence IMF content in pectoral muscle by GWAS on meat quality traits in Beijing oil chickens and identified two potentially related genes, cholecystokinin (CCK) and toll-interacting protein (TOLLIP) [30]. Based on the genetic structure analysis of the Jingxing yellow-feathered chicken population selected for high IMF content differentiation in generations 15 and 16, genes and pathways related to IMF were identified, including acyl CoA synthase long chain family member 1 (ACSL1), acyl CoA dehydrogenase long chain (ACADL), phospholipid phosphatase 3 (PLPP3), membrane-bound O-acyltransferase domain 1 (MBOAT1), fatty acid binding proteins 6 and 7 (FABP6 and FABP7), aldehyde dehydrogenase 3 family member A2 (ALDH3A2), peroxisome proliferator-activated receptor (PPAR), the PPAR signaling pathway, the glycerolipid metabolic pathway, and the fatty acid degradation pathways [8]. In addition, the TG content in muscle largely reflects IMF content [31]. A GWAS for TG content in 520 selected populations with high IMF content demonstrated that the solute carrier family 16 member 7 gene (SLC16A7) can promote TG deposition by regulating de novo lipogenesis and is an important candidate gene responsible for TG content in chicken muscle tissue [32].
Ye et al. (2010) found that SNPs occurring in the A-FABP and H-FABP genes in male Beijing oil chickens had a significant effect on IMF (p < 0.05), with chickens with the BB genotype at the A-FABP gene having significantly higher IMF than those of the AA and AB genotypes, and chickens with the DD and CD genotypes at the H-FABP gene having much higher IMF than those of the CC genotype [33]. Shu et al. (2015) found that SNP (CAPN1 3535) of the CAPN1 gene was significantly associated with meat quality traits, with higher IMF content in individuals carrying the AA genotype [34]. Cui et al. (2018) found that two SNPs (G7518A and C7542G) occurring in intron 4 of the calpain 9 (CAPN9) gene (GenBank accession No. XM_419585) were significantly associated with pectoral muscle percentage (p < 0.05), and the AA (G7518A) genotype and GG (C7542G) genotype had the highest IMF content, highest pectoral muscle weight, and lower abdominal fat weight (AFW) and abdominal fat percentage (AFP) [35]. Wang et al. (2022) demonstrated that the SNP rs17631638T>C in the ELOVL3 promoter was significantly correlated with IMF through affecting its expression, and ELOVL3 may promote fat deposition in muscles by increasing the proportion of long-chain unsaturated glycerol phospholipid molecules in the breast muscle [36]. Wang et al. (2023) found that C12315T, a synonymous mutation in the lipoprotein lipase (LPL) gene (XM_015280414.2), was significantly positively correlated with IMF in the pectoral and leg muscles of Baicheng-You chicken and San-huang chickens [37]. These data indicate that IMF deposition is often subject to complex regulation of multiple loci (genes).

2.4. Identification of Candidate Genes Controlling IMF Deposition at the mRNA Level

The transcriptomics is widely acknowledged as an effective method to directly identify candidate genes and regulatory mechanisms associated with IMF deposition at the genomic level (Table 1). Cui et al. (2012) identified that 3-hydroxymethyl-3-methylglutaryl-CoA lyase like 1 (HMGCLL1), thrombospondin 1 (THBS1), uncoupling protein 3 (UCP3), enoyl-CoA hydratase and 3-hydroxyacyl CoA dehydrogenase (EHHADH), and sorting nexin 4 (SNX4) were potential candidate genes that were associated with IMF deposition by comparative analysis of the pectoral muscle transcriptomes of slow-growing Peking oil chickens and faster-growing commercial AA broilers [38]. Ye et al. (2014) identified potential candidate genes associated with IMF deposition by comparative transcriptome analysis of the leg muscles of 7-week-old normal and sex-linked dwarf chickens, and they found that IMF deposition in the leg muscles of sex-linked dwarf chickens is partially regulated by adipocytokines, insulin, and other downstream signaling pathways (TGF-β/SMAD3 and Wnt/catenin-β pathways) [39]. Qiu et al. (2017) revealed that down-regulation of solute carrier family 27 member 1 (SLC27A1), also known as fatty acid transport 1 (FATP1), could reduce CPT1A-mediated fatty acid oxidation and thus promote IMF deposition in chickens [40].
Pectoral and leg muscles constitute an overwhelming majority of meat production in chickens, and studies have shown that the IMF content in the leg muscle is significantly higher than that in the thoracic muscle [38], but the regulatory mechanism is unclear. Cui et al. (2018) analyzed differentially expressed genes in the pectoral and leg muscles of 42- and 90-day-old Beijing You chickens and showed that peroxisome proliferator activated receptor γ (PPARG) and its downstream genes have important regulatory functions for IMF deposition [41].
As the main component of the IMF, TG largely reflects the IMF content and therefore plays an important role in IMF deposition [31,42]. Comparative transcriptome analysis of pectoral muscle tissues from Jingxing yellow chickens with divergent intramuscular TG content demonstrated that, the expression levels of key genes involved in lipid synthesis, such as adiponectin, C1Q and collagen domain containing (ADIPOQ), cluster of differentiation 36 (CD36), FABP4, FABP5, cell death-inducing DNA fragmentation factor-like effector C (CIDEC), LPL, stearoyl-CoAdesaturase (SCD), perilipin 1 (PLIN1), and PPARG, and genes involving in steroid biosynthesis, such as 24-Dehydrocholesterol Reductase (DHCR24), Methylsterol Monooxygenase 1 (MSMO1), lanosterol synthase (LSS), NAD (P) Dependent Steroid Dehydrogenase-Like (NSDHL) and cholesterol 25-Hydroxylase (CH25H) were significantly higher in the high TG group than in the low TG group; additionally, the steroid biosynthesis and PPAR signaling pathway played a key role in IMF deposition [43].
Transcriptome analysis of pectoral muscles from Beijing You chickens at different developmental periods revealed that genes related to energy metabolism, such as acyl-CoA thioesterase 9 (ACOT9), cholesteryl ester transfer protein (CETP), LPIN1, diacylglycerol O-acyltrasferase 2 (DGAT2), retinol binding protein 7 (RBP7), fructose-bisphosphatase 1 (FBP1), and phosphorylase kinase regulatory subunit α 1 (PHKA1), could regulate IMF deposition [44]. Weighted co-expression network analysis of the transcriptomes of Wenchang chicken pectoral muscle tissue found that IMF deposition in pectoral muscle was associated with glyceraldehyde-3-phosphate dehydrogenase (GAPDH), lactate dehydrogenase A (LDHA), glutathione peroxidase 1 (GPX1), and 1,4-α-glucan branching enzyme 1 (GBE1), which are involved in pyruvate and citrate metabolism, and carbohydrate metabolism exerted an important role in IMF deposition [45]. Transcriptomic analysis of the leg muscle of 60-day-old caged and free-range Luyang woolly bone chickens revealed that IMF deposition may be associated with upregulated expression of genes involved in the PPAR signaling pathway, including angiopoietin-like 4 (ANGPTL4), CD36, fatty acid transport proteins 1 and 4 (FATP1, FATP4), and perilipin 2 (PLIN2) [46]. The binding of glucocorticoid to its receptors may modulate the ADPNR-PPARα-FATP1 pathway, thereby regulating the uptake of saturated fatty acids by myocytes [47]. Comparative transcriptomes of the pectoral and leg muscles of Zhuanghe Dagu chickens and AA broilers demonstrated that the extracellular matrix-receptor interaction pathway regulates IMF deposition by affecting the metabolism of intermuscular adipocytes [48]. Based on the transcriptome analysis of the pectoral muscle tissues of female Jingxing yellow chickens from 12 embryonic to 180 days of age, the hub gene such as ENSGALG00000041996, transcript factor l (3) mbt-like 1 (L3MBTL1), and the transcription factor cofactors TNFAIP3 interacting protein 1 (TNIP1), histone acetyltransferase 1 (HAT1), and BEN domain containing 6 (BEND6) were identified as being associated with high breast muscle IMF [49].
Table 1. Candidate genes controlling IMF deposition reported by more than two studies.
Table 1. Candidate genes controlling IMF deposition reported by more than two studies.
Gene and PathwayFunctionReference
PPAR pathwayRegulate IMF deposition. [8,43,46,50,51,52,53,54]
FATP1Regulating the uptake of saturated fatty acids into myoblasts reduces CPT1A-mediated fatty acid oxidation and thus promotes IMF deposition in chickens.[40,47,48,55]
FASN, SREBP1, SCDInvolving lipid synthesis[11,43,56,57]
PPARGPromoting intramuscular adipocyte differentiation[41,43,58]
H-FABP, A-FABPPositively associated with IMF content and influenced by chicken gender [22,33,59,60]
ELOVL3Promote fat deposition in muscles by increasing the proportion of long-chain unsaturated glycerol phospholipid molecules in the breast muscle.[36,60]
PLIN2Promote IMF deposition.[46,61]
APOA1Potential biomarkers for IMF[57,62]

2.5. Non-Coding RNAs Controlling IMF Deposition

Non-coding RNAs, such as circular RNA (circRNA), microRNA (miRNA), and long non-coding RNA (lncRNA), function as endogenous regulators in lipid metabolism. Increasing evidence has suggested the association of non-coding RNAs with IMF deposition in chickens [63,64]. Fu et al. (2018) constructed the first dynamic miRNA expression profile of Gushi chicken pectoral muscle tissue at 6, 14, 22, and 30 weeks of age by whole transcriptome analysis and found that miRNAs such as miR-138-2-3p, miR-103-3p [65], and miR-15a [66] play key roles in IMF deposition by integration analysis with the mRNA transcriptome. Li et al. (2019) used weighted gene co-expression network analysis to identify six gene expression modules that were significantly and positively associated with IMF traits and identified key candidate genes that influence IMF deposition [67]. Gga-miR-140-5p promoted intramuscular adipocyte differentiation by targeting retinoid X receptor γ (RXRG) [68]. MiRNA-223 regulates interstitial adipocyte differentiation by targeting GPAM [69]. Li et al. (2019) showed that miR-15a promotes intramuscular preadipocyte differentiation, increases cholesterol and TG accumulation in adipocytes, and regulates intramuscular fat deposition by targeting sterol carrier protein 2 (SCP2), acetyl-CoA acyltransferase 1 (ACAA1), and acyl-CoA oxidase 1 (ACOX1) in chickens [66]. Sun et al. (2019) performed miRNA-seq by constructing an intramuscular adipocyte differentiation model and found that gga-miR-18b-3p inhibited chicken intramuscular adipocyte differentiation by targeting acyl-CoA thioesterase 13 (ACOT13) [70]. Lin et al. (2022) found that miRNA-24-3p dominated IMF deposition in chickens by promoting the proliferation and inhibiting the differentiation of intramuscular preadipocytes through blocking the expression of membrane-associated protein A6 (ANXA6) [71]. Gai et al. (2023) showed that the IMF content of Beijing-You Chicken (BJY) at 1 d of age was significantly higher than that at later stages of birth, and miR-6701-3p-PTEN, miR-1563-WWP1, miR-6701-3p-BMPR1B, miR-29c-3p-PIK3R1, and miR-449c/d-5p-TRAF6 were identified as the key mRNA-miRNA pairs for regulating IMF deposition [72]. Zhu et al. (2023) found that miR-128-3p inhibited chicken intramuscular adipocyte differentiation through down-regulation of farnesyl diphosphate synthase (FDPS) [73]. Guo et al. (2023) found that LncHLEF can not only act as a molecular sponge to adsorb miR-2188-3p to weaken the inhibitory effect on GATA6, but also promote hepatic lipid synthesis through its encoded micropeptide and regulate liver-derived secretion. Increased IMF deposition in chicken muscle is mediated by the body [74].
Although a set of miRNAs and miRNA-mRNA regulatory networks have been identified in chicken muscle tissue and intramuscular adipocyte cells, their specific effects on IMF deposition are poorly understood. To date, only a few miRNAs have been functionally characterized in intramuscular adipogenesis in chickens (Figure 1). Zhang et al. (2018) found that lncRNA IMFNCR adsorbs miR-128-3p and miR-27b-3p through the ceRNA mechanism to enhance PPARG expression, thereby promoting intramuscular adipocyte differentiation [58]. Comparative transcriptome analysis of chicken pectoral muscles with high and low IMF content indicated that lncRNA may regulate IMF deposition by mitogen-activated protein kinase (MAPK), PPAR, gonadotropin-releasing hormone (GnRH), erythroblastic leukemia viral oncogene homolog (ErbB), and calcium signaling pathways, as well as fatty acid elongation and fatty acid metabolism signaling pathways [50]. The dynamics of lncRNA and mRNA expression profiles in the pectoral and leg muscles between Rose Crown and Cobb broiler embryos displayed that a differentially expressed lncRNA, lncRNA-46546, significantly increased the expression of 1-acylglycerol-3-phosphate-O-acyltransferase 2 (AGPAT2) and lipid droplet accumulation in chicken intramuscular preadipocytes, which might promote IMF deposition in chickens [75]. These studies demonstrated that miRNA, lncRNA, and circRNAs are important regulators of IMF deposition in chickens. Zhang et al. (2020) integrated the RNA-seq and miRNA-seq data of chicken intramuscular adipose tissue and identified that circARMH1, circLCLAT1, circFNDC3AL, and circCLEC19A potentially modulate adipogenesis by regulating miRNAs through PPAR and fatty acid metabolic pathways [51]. However, most studies have mainly focused on miRNAs, and fewer studies have reported on lncRNAs and circRNAs in regulating IMF deposition.

2.6. Epigenetic Modificators Controlling IMF Deposition

N-6 methyl adenine (m6A) is an important epigenetic modification of RNA in eukaryotic genomes that affects various biological processes [76,77,78,79]. Methylation is also an important epistatic regulator of gene expression [52]. Therefore, changes in methylation levels of genes related to lipid metabolism may also affect IMF deposition.
Fat mass and obesity-associated (FTO) protein acts as a demethylase, encoded by the FTO gene, and was found to regulate adipocyte development. Zhang et al. (2016) found that FTO could promote triglyceride lipid deposition in chicken liver by targeting the removal of m6A modification of the fatty acid metabolism gene carnitine palmitoyltransferase 1A (CPT1) in a model of lipopolysaccharide (LPS)-induced hepatic TG accumulation [80]. Hu et al. (2020) found that hepatic FTO could be activated by cortisol, which promotes hepatic lipid deposition by activating lipogenic genes (SREBP1, FASN, ACACA, and SCD) through the effect of m6A-modified demethylation [56]. Feng et al. (2021) constructed a glucocorticoid receptor (GR)-mediated corticosterone-induced fatty liver syndrome (FLS) model in chickens and found that hepatic lipid accumulation was increased in laying hens fed a low-protein (HELP) diet (p < 0.05), which may be caused by specific clearance of m6A modifications of FASN, SREBP1, and SCD lipogenesis-related genes [81]. Li et al. (2022) used different doses of methyl donor betaine and methylation inhibitor cycloleucine to treat chicken primary preadipocytes and found that m6A modification was negatively correlated with chicken preadipocyte production and FTO through demethylation. Chemically regulates the expression of CTNNBI, thereby promoting adipogenesis [82].
Zhang et al. (2023) conducted RNA immunoprecipitation sequencing (MeRIP-seq) and RNA sequencing (RNA-seq) analyses on breast and leg tissues from 180-day-old Jingyuan chickens, revealing differentially methylated genes involved in the regulation of muscle lipid anabolism, including enoyl-CoA hydratase 1 (ECH1), branched chain amino acid transaminase 1 (BCAT1), and cytochrome P450 family 1 subfamily B member 1 (CYP1B1) [83]. Yu et al. (2023) demonstrated that the m6A-induced ferroptosis pathway in breast muscle tissue was a novel target for regulating IMF metabolism and validated the finding that chicken Leiomodin 2 (LMOD2) and its multiple m6A negative regulatory DMGs are potential regulators of differential IMF deposition in muscle [84]. These provided an important theoretical basis for exploring the functional mechanism of m6A in IMF deposition in chickens. Zhang et al. (2017) analyzed genome-wide methylation levels in pectoral muscle tissue at different developmental periods and found that high IMF levels were associated with downregulation of transcript levels caused by promoter hypermethylation of ATP binding cassette subfamily A member 1 (ABCA1), collagen type VI α 1 chain (COL6A1), and glutathione S-transferase theta 1-like (GSTT1L) [85]. These studies demonstrated that many different genes regulate chicken IMF deposition, among which the PPAR signaling pathway may play an important role, but the complex molecular mechanisms are not yet clear.

2.7. Proteomic and Other Histological Research

Previous studies on the mechanisms of IMF deposition in chickens have mainly focused on the genomic and transcriptomic levels. Technologies such as proteomics, metabolomics, scRNA-seq, and HiC have been developed and gradually applied to elucidate the molecular mechanisms underlying IMF deposition in chicken. A first study linking proteomics to IMF deposition shows that Liu et al. (2016) used iTRAQ technology to analyze the protein expression profiles of the postnatal thoracic muscles of Beijing-You chickens at different developmental stages and identified that apolipoprotein A1 (APOA1) and heat shock protein family B (small) member 1 (HSPB1) were potential biomarkers of IMF deposition [57]. Then, Liu et al. (2017) quantified the proteome and metabolome of breast muscle of Beijing You chickens and Cobalt broilers at different ages using mass spectrometry and found that protein processing and PPAR signaling pathways promote IMF deposition [53]. Tian et al. (2021) used Hi-C technology to study the effect of chromatin interaction on IMF deposition in the breast muscles of local Chinese chickens and fast-growing AA broilers and found that 3-hydroxy-3-methylglutaryl-CoA reductase (HMGCR), regulated by TAD boundary slip, was a potential biomarker for IMF deposition in the breast muscles of chickens [86]. A scRNA-seq analysis of chicken breast muscles identified the APOA1 and collagen type I α 1 chain (COL1A1) genes as biomarkers for chicken IMF cells [62].

2.8. Hormonal Regulation of Intramuscular Fat Deposition in Chickens

Estrogen is generally considered an important regulator of lipid metabolism. Li et al. (2021) found that the IMF content was significantly higher in females than in males of 150-day-old Daheng broilers, probably due to the differential expression of some genes related to lipid metabolism in the muscle and liver of males and females, and that PLIN2 may play a key role [61]. Another important aspect is the existence of interactions between intramuscular preadipocytes and skeletal muscle satellite cells that are essential for postnatal skeletal muscle growth and regeneration. Guo et al. (2021) investigated the effect of intramuscular preadipocytes on chicken myosatellite cells by transcriptome analysis and elucidated that intramuscular preadipocytes may promote their lipid deposition through the PPAR pathway [54]. Liu et al. (2017) showed that additional energy from the yolk sac is transported and deposited as IMF in the pectoralis major muscle of chickens at hatching and that lipid metabolism-related genes and pathways (e.g., TGF-β, PPAR, Hedgehog, and cytokine-cytokine receptor interaction signaling pathways) promote IMF deposition in the pectoralis muscle of fast-growing chickens compared with slow-growing chickens [52]. Insulin, a secreted hormone in chickens, can affect the accumulation of body fat in chickens by influencing the expression of genes related to lipid metabolism [87]. Related studies have shown that insulin stimulates the expression of adipogenesis-related genes such as SCD, FASN, and LPL [11,88].

3. Conclusions

Many important candidates, including genes, transcription factors, ncRNAs, and epigenetic modification factors, have been identified in the regulation of chicken IMF, which provides a theoretical basis for genetic breeding of high meat quality in chicken. The PPAR pathway is the key signaling pathway for regulating IMF deposition. FATP1 promotes IMF deposition in chickens by reducing CPT1A-mediated fatty acid oxidation or involving the ADPNR-PPARα-FATP1 pathway to regulate the uptake of saturated fatty acids into myoblasts. ELOVL3 contributes to increasing the proportion of long-chain unsaturated glycerol phospholipid molecules in the breast muscle. MiR-15a, miR-18b-3p, miR-223, miR27b-3p, and miR-128-3p were shown to regulate IMF deposition by directly targeting lipid metabolism-related genes and intramuscular adipocyte differentiation-related genes in chickens. LncRNA IMFNCR promotes intramuscular adipocyte differentiation by sponge-adsorbing miR-128-3p and miR-27b-3p to facilitate PPARG expression. LncHLEF can not only act as a molecular sponge to adsorb miR-2188-3p to weaken the inhibitory effect on GATA6, but also promote hepatic lipid synthesis through its encoded micropeptide and regulate liver-derived secretion. Increased IMF deposition in chicken muscle is mediated by the body. DNA methylation controls the expression level of COL6A1 to affect IMF deposition. All these findings show that the formation of IMF is a complex and finely controlled process regulated by multiple genetic/epigenetic factors. Ultimately, the findings of the review can provide novel insights into the DNA, mRNA, protein, non-coding RNA, epigenetic modifiers, and hormone-level regulatory mechanisms of IMF deposition in chickens. Additionally, these results may facilitate the identification of functional SNPs, genes, or epigenetic factors as genetic markers for improving the quality of chicken meat in genetic breeding.

Author Contributions

Y.C. wrote articles and revised the draft. Y.X. provided manuscript conceptualization content. H.G. and C.M. provided access to relevant content. Q.J. draws a regulatory map. W.T. provided direction for this study. X.K., G.L. and Y.T. monitored the content. X.L. provided direction for this study and was instrumental in overseeing the conduct of the study throughout. H.L. conceived the study, provided the entire project, and made revisions to the article. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the National Natural Science Foundation of China (NO. 32372871), the Major Scientific and Technological Special Project of Henan Province (NO. 221100110200), the Scientific Studio of Zhongyuan Scholars (NO. 30601985), and the Program for Innovative Research Team (in Science and Technology) at the University of Henan Province (NO. 21IRTSTHN022).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Informed consent was not required.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare that they have no conflict of interest.

References

  1. Wang, B.; Wang, Z.; Chen, Y.; Liu, X.; Liu, K.; Zhang, Y.; Luo, H. Carcass Traits, Meat Quality, and Volatile Compounds of Lamb Meat from Different Restricted Grazing Time and Indoor Supplementary Feeding Systems. Foods 2021, 10, 2822. [Google Scholar] [CrossRef] [PubMed]
  2. Zhang, T.; Zhang, X.; Han, K.; Zhang, G.; Wang, J.; Xie, K.; Xue, Q.; Fan, X. Analysis of long noncoding RNA and mRNA using RNA sequencing during the differentiation of intramuscular preadipocytes in chicken. PLoS ONE 2017, 12, e0172389. [Google Scholar] [CrossRef] [PubMed]
  3. Jingting, S.; Qin, X.; Yanju, S.; Ming, Z.; Yunjie, T.; Gaige, J.; Zhongwei, S.; Jianmin, Z. Oxidative and glycolytic skeletal muscles show marked differences in gene expression profile in Chinese Qingyuan partridge chickens. PLoS ONE 2017, 12, e0183118. [Google Scholar] [CrossRef] [PubMed]
  4. Zhan, H.; Xiong, Y.; Wang, Z.; Dong, W.; Zhou, Q.; Xie, S.; Li, X.; Zhao, S.; Ma, Y. Integrative analysis of transcriptomic and metabolomic profiles reveal the complex molecular regulatory network of meat quality in Enshi black pigs. Meat Sci. 2022, 183, 108642. [Google Scholar] [CrossRef] [PubMed]
  5. Ros-Freixedes, R.; Reixach, J.; Bosch, L.; Tor, M.; Estany, J. Genetic correlations of intramuscular fat content and fatty acid composition among muscles and with subcutaneous fat in Duroc pigs. J. Anim. Sci. 2014, 92, 5417–5425. [Google Scholar] [CrossRef]
  6. Jiang, S.; Quan, W.; Luo, J.; Lou, A.; Zhou, X.; Li, F.; Shen, Q.W. Low-protein diets supplemented with glycine improves pig growth performance and meat quality: An untargeted metabolomic analysis. Front. Vet. Sci. 2023, 10, 1170573. [Google Scholar] [CrossRef] [PubMed]
  7. Wen, C.; Gou, Q.; Gu, S.; Huang, Q.; Sun, C.; Zheng, J.; Yang, N. The cecal ecosystem is a great contributor to intramuscular fat deposition in broilers. Poult. Sci. 2023, 102, 102568. [Google Scholar] [CrossRef]
  8. Liu, L.; Cui, H.; Xing, S.; Zhao, G.; Wen, J. Effect of Divergent Selection for Intramuscular Fat Content on Muscle Lipid Metabolism in Chickens. Animals 2019, 10, 4. [Google Scholar] [CrossRef]
  9. Zhao, G.P.; Chen, J.L.; Zheng, M.Q.; Wen, J.; Zhang, Y. Correlated responses to selection for increased intramuscular fat in a Chinese quality chicken line. Poult. Sci. 2007, 86, 2309–2314. [Google Scholar] [CrossRef]
  10. Jiang, M.; Fan, W.L.; Xing, S.Y.; Wang, J.; Li, P.; Liu, R.R.; Li, Q.H.; Zheng, M.Q.; Cui, H.X.; Wen, J.; et al. Effects of balanced selection for intramuscular fat and abdominal fat percentage and estimates of genetic parameters. Poult. Sci. 2017, 96, 282–287. [Google Scholar] [CrossRef]
  11. Nematbakhsh, S.; Pei Pei, C.; Selamat, J.; Nordin, N.; Idris, L.H.; Abdull Razis, A.F. Molecular Regulation of Lipogenesis, Adipogenesis and Fat Deposition in Chicken. Genes. 2021, 12, 414. [Google Scholar] [CrossRef] [PubMed]
  12. Guo, L.; Chang, Y.; Sun, Z.; Deng, J.; Jin, Y.; Shi, M.; Zhang, J.; Miao, Z. Effects of Chinese Yam Polysaccharide on Intramuscular Fat and Fatty Acid Composition in Breast and Thigh Muscles of Broilers. Foods 2023, 12, 1479. [Google Scholar] [CrossRef] [PubMed]
  13. Gao, Y.; Wang, S.; Ma, Y.; Lei, Z.; Ma, Y. Circular RNA regulation of fat deposition and muscle development in cattle. Vet. Med. Sci. 2022, 8, 2104–2113. [Google Scholar] [CrossRef] [PubMed]
  14. Ren, H.; Zhang, H.; Hua, Z.; Zhu, Z.; Tao, J.; Xiao, H.; Zhang, L.; Bi, Y.; Wang, H. ACSL4 Directs Intramuscular Adipogenesis and Fatty Acid Composition in Pigs. Animals 2022, 12, 119. [Google Scholar] [CrossRef] [PubMed]
  15. Jiang, Y.; Liu, J.; Liu, H.; Zhang, W.; Li, X.; Liu, L.; Zhou, M.; Wang, J.; Su, S.; Ding, X.; et al. miR-381-3p Inhibits Intramuscular Fat Deposition through Targeting FABP3 by ceRNA Regulatory Network. Biology 2022, 11, 1497. [Google Scholar] [CrossRef] [PubMed]
  16. Wang, G.; Kim, W.K.; Cline, M.A.; Gilbert, E.R. Factors affecting adipose tissue development in chickens: A review. Poult. Sci. 2017, 96, 3687–3699. [Google Scholar] [CrossRef] [PubMed]
  17. Homan, E.A.; Kim, Y.G.; Cardia, J.P.; Saghatelian, A. Monoalkylglycerol ether lipids promote adipogenesis. J. Am. Chem. Soc. 2011, 133, 5178–5181. [Google Scholar] [CrossRef]
  18. Campos, C.F.; Duarte, M.S.; Guimarães, S.E.; Verardo, L.L.; Wei, S.; Du, M.; Jiang, Z.; Bergen, W.G.; Hausman, G.J.; Fernyhough-Culver, M.; et al. Review: Animal model and the current understanding of molecule dynamics of adipogenesis. Animal 2016, 10, 927–932. [Google Scholar] [CrossRef]
  19. Hou, B.; Zhao, Y.; He, P.; Xu, C.; Ma, P.; Lam, S.M.; Li, B.; Gil, V.; Shui, G.; Qiang, G.; et al. Targeted lipidomics and transcriptomics profiling reveal the heterogeneity of visceral and subcutaneous white adipose tissue. Life Sci. 2020, 245, 117352. [Google Scholar] [CrossRef]
  20. Li, J.; Li, Z.; Ran, J.; Yang, C.; Lin, Z.; Liu, Y. LC/MS-based lipidomics to characterize breed-specific and tissue-specific lipid composition of chicken meat and abdominal fat. LWT 2022, 163, 113611. [Google Scholar] [CrossRef]
  21. Mi, S.; Shang, K.; Jia, W.; Zhang, C.H.; Li, X.; Fan, Y.Q.; Wang, H. Characterization and discrimination of Taihe black-boned silky fowl (Gallus gallus domesticus Brisson) muscles using LC/MS-based lipidomics. Food Res. Int. 2018, 109, 187–195. [Google Scholar] [CrossRef] [PubMed]
  22. Li, W.J.; Li, H.B.; Chen, J.L.; Zhao, G.P.; Zheng, M.Q.; Wen, J. Gene expression of heart- and adipocyte-fatty acid-binding protein and correlation with intramuscular fat in Chinese chickens. Anim. Biotechnol. 2008, 19, 189–193. [Google Scholar] [CrossRef] [PubMed]
  23. Zhang, R.; Lin, Y.; Zhi, L.; Liao, H.; Zuo, L.; Li, Z.; Xu, Y. Expression profiles and associations of adiponectin and adiponectin receptors with intramuscular fat in Tibetan chicken. Br. Poult. Sci. 2017, 58, 151–157. [Google Scholar] [CrossRef] [PubMed]
  24. Zhang, R.; Li, R.; Feng, Q.; Zhi, L.; Li, Z.; Xu, Y.O.; Lin, Y. Expression profiles and associations of FGF1 and FGF10 with intramuscular fat in Tibetan chicken. Br. Poult. Sci. 2018, 59, 613–617. [Google Scholar] [CrossRef] [PubMed]
  25. Li, Q.; Zuo, L.L.; Lin, Y.Q.; Xu, Y.O.; Zhu, J.J.; Liao, H.H.; Lin, S.; Xiong, X.R.; Wang, Y. Cloning and Expression of SFRP5 in Tibetan Chicken and its Relationship with IMF Deposition. Anim. Biotechnol. 2016, 27, 231–237. [Google Scholar] [CrossRef] [PubMed]
  26. Sun, G.R.; Zhang, M.; Sun, J.W.; Li, F.; Ma, X.F.; Li, W.T.; Han, R.L.; Li, Z.J.; Jiang, R.R.; Li, G.X.; et al. Krüppel-like factor KLF9 inhibits chicken intramuscular preadipocyte differentiation. Br. Poult. Sci. 2019, 60, 790–797. [Google Scholar] [CrossRef] [PubMed]
  27. Abdalla, B.A.; Chen, J.; Nie, Q.; Zhang, X. Genomic Insights Into the Multiple Factors Controlling Abdominal Fat Deposition in a Chicken Model. Front. Genet. 2018, 9, 262. [Google Scholar] [CrossRef]
  28. Nassar, M.K.; Goraga, Z.S.; Brockmann, G.A. Quantitative trait loci segregating in crosses between New Hampshire and White Leghorn chicken lines: III. Fat deposition and intramuscular fat content. Anim. Genet. 2013, 44, 62–68. [Google Scholar] [CrossRef]
  29. Sun, Y.; Zhao, G.; Liu, R.; Zheng, M.; Hu, Y.; Wu, D.; Zhang, L.; Li, P.; Wen, J. The identification of 14 new genes for meat quality traits in chicken using a genome-wide association study. BMC Genom. 2013, 14, 458. [Google Scholar] [CrossRef]
  30. Liu, R.; Sun, Y.; Zhao, G.; Wang, F.; Wu, D.; Zheng, M.; Chen, J.; Zhang, L.; Hu, Y.; Wen, J. Genome-wide association study identifies Loci and candidate genes for body composition and meat quality traits in Beijing-You chickens. PLoS ONE 2013, 8, e61172. [Google Scholar] [CrossRef]
  31. Liu, Y.; Zhou, J.; Musa, B.B.; Khawar, H.; Yang, X.; Cao, Y.; Yang, X. Developmental changes in hepatic lipid metabolism of chicks during the embryonic periods and the first week of posthatch. Poult. Sci. 2020, 99, 1655–1662. [Google Scholar] [CrossRef] [PubMed]
  32. Wang, Y.; Liu, L.; Liu, X.; Tan, X.; Zhu, Y.; Luo, N.; Zhao, G.; Cui, H.; Wen, J. SLC16A7 Promotes Triglyceride Deposition by De Novo Lipogenesis in Chicken Muscle Tissue. Biology 2022, 11, 1547. [Google Scholar] [CrossRef] [PubMed]
  33. Ye, M.H.; Chen, J.L.; Zhao, G.P.; Zheng, M.Q.; Wen, J. Associations of A-FABP and H-FABP markers with the content of intramuscular fat in Beijing-You chicken. Anim. Biotechnol. 2010, 21, 14–24. [Google Scholar] [CrossRef] [PubMed]
  34. Shu, J.T.; Zhang, M.; Shan, Y.J.; Xu, W.J.; Chen, K.W.; Li, H.F. Analysis of the genetic effects of CAPN1 gene polymorphisms on chicken meat tenderness. Genet. Mol. Res. 2015, 14, 1393–1403. [Google Scholar] [CrossRef] [PubMed]
  35. Cui, H.X.; Wang, S.L.; Guo, L.P.; Liu, L.; Liu, R.R.; Li, Q.H.; Zheng, M.Q.; Zhao, G.P.; Wen, J. Expression and effect of Calpain9 gene genetic polymorphism on slaughter indicators and intramuscular fat content in chickens. Poult. Sci. 2018, 97, 3414–3420. [Google Scholar] [CrossRef] [PubMed]
  36. Wang, D.; Li, X.; Zhang, P.; Cao, Y.; Zhang, K.; Qin, P.; Guo, Y.; Li, Z.; Tian, Y.; Kang, X.; et al. ELOVL gene family plays a virtual role in response to breeding selection and lipid deposition in different tissues in chicken (Gallus gallus). BMC Genom. 2022, 23, 705. [Google Scholar] [CrossRef] [PubMed]
  37. Wang, Y.; Chen, H.; Hang, C.; Chen, Y.; Gao, J.; Qiu, D. Correlation of lipoprotein lipase gene polymorphism and mRNA expression with intramuscular fat content in Baicheng-Oil chicken. J. Anim. Physiol. Anim. Nutr. 2023, 107, 222–227. [Google Scholar] [CrossRef] [PubMed]
  38. Cui, H.X.; Liu, R.R.; Zhao, G.P.; Zheng, M.Q.; Chen, J.L.; Wen, J. Identification of differentially expressed genes and pathways for intramuscular fat deposition in pectoralis major tissues of fast-and slow-growing chickens. BMC Genom. 2012, 13, 213. [Google Scholar] [CrossRef]
  39. Ye, Y.; Lin, S.; Mu, H.; Tang, X.; Ou, Y.; Chen, J.; Ma, Y.; Li, Y. Analysis of differentially expressed genes and signaling pathways related to intramuscular fat deposition in skeletal muscle of sex-linked dwarf chickens. Biomed. Res. Int. 2014, 2014, 724274. [Google Scholar] [CrossRef]
  40. Qiu, F.; Xie, L.; Ma, J.E.; Luo, W.; Zhang, L.; Chao, Z.; Chen, S.; Nie, Q.; Lin, Z.; Zhang, X. Lower Expression of SLC27A1 Enhances Intramuscular Fat Deposition in Chicken via Down-Regulated Fatty Acid Oxidation Mediated by CPT1A. Front. Physiol. 2017, 8, 449. [Google Scholar] [CrossRef]
  41. Cui, H.; Zheng, M.; Zhao, G.; Liu, R.; Wen, J. Identification of differentially expressed genes and pathways for intramuscular fat metabolism between breast and thigh tissues of chickens. BMC Genom. 2018, 19, 55. [Google Scholar] [CrossRef] [PubMed]
  42. Cui, H.; Liu, L.; Liu, X.; Wang, Y.; Luo, N.; Tan, X.; Zhu, Y.; Liu, R.; Zhao, G.; Wen, J. A selected population study reveals the biochemical mechanism of intramuscular fat deposition in chicken meat. J. Anim. Sci. Biotechnol. 2022, 13, 54. [Google Scholar] [CrossRef] [PubMed]
  43. Liu, L.; Liu, X.; Cui, H.; Liu, R.; Zhao, G.; Wen, J. Transcriptional insights into key genes and pathways controlling muscle lipid metabolism in broiler chickens. BMC Genom. 2019, 20, 863. [Google Scholar] [CrossRef] [PubMed]
  44. Li, D.; Pan, Z.; Zhang, K.; Yu, M.; Yu, D.; Lu, Y.; Wang, J.; Zhang, J.; Zhang, K.; Du, W. Identification of the Differentially Expressed Genes of Muscle Growth and Intramuscular Fat Metabolism in the Development Stage of Yellow Broilers. Genes 2020, 11, 244. [Google Scholar] [CrossRef]
  45. Luo, N.; Shu, J.; Yuan, X.; Jin, Y.; Cui, H.; Zhao, G.; Wen, J. Differential regulation of intramuscular fat and abdominal fat deposition in chickens. BMC Genom. 2022, 23, 308. [Google Scholar] [CrossRef] [PubMed]
  46. Cheng, J.; Wang, L.; Wang, S.; Chen, R.; Zhang, T.; Ma, H.; Lu, H.; Yuan, G. Transcriptomic analysis of thigh muscle of Lueyang black-bone chicken in free-range and caged feeding. Anim. Biotechnol. 2021, 34, 785–795. [Google Scholar] [CrossRef] [PubMed]
  47. Wang, M.; Jiao, H.; Zhao, J.; Lin, H.; Wang, X. The involvement of FATP1 regulating skeletal muscle fat deposition in stressed broilers was affected by fatty acid substrates. Front. Vet. Sci. 2022, 9, 965894. [Google Scholar] [CrossRef] [PubMed]
  48. San, J.; Du, Y.; Wu, G.; Xu, R.; Yang, J.; Hu, J. Transcriptome analysis identifies signaling pathways related to meat quality in broiler chickens-the extracellular matrix (ECM) receptor interaction signaling pathway. Poult. Sci. 2021, 100, 101135. [Google Scholar] [CrossRef]
  49. Xing, S.; Liu, R.; Zhao, G.; Liu, L.; Groenen, M.A.M.; Madsen, O.; Zheng, M.; Yang, X.; Crooijmans, R.; Wen, J. RNA-Seq Analysis Reveals Hub Genes Involved in Chicken Intramuscular Fat and Abdominal Fat Deposition during Development. Front. Genet. 2020, 11, 1009. [Google Scholar] [CrossRef]
  50. Yu, S.; Wang, G.; Liao, J.; Shen, X.; Chen, J.; Chen, X. Co-expression analysis of long non-coding RNAs and mRNAs involved in intramuscular fat deposition in Muchuan black-bone chicken. Br. Poult. Sci. 2023, 2023, 1–10. [Google Scholar] [CrossRef]
  51. Zhang, M.; Han, Y.; Zhai, Y.; Ma, X.; An, X.; Zhang, S.; Li, Z. Integrative analysis of circRNAs, miRNAs, and mRNAs profiles to reveal ceRNAs networks in chicken intramuscular and abdominal adipogenesis. BMC Genom. 2020, 21, 594. [Google Scholar] [CrossRef]
  52. Liu, L.; Cui, H.; Fu, R.; Zheng, M.; Liu, R.; Zhao, G.; Wen, J. The regulation of IMF deposition in pectoralis major of fast- and slow- growing chickens at hatching. J. Anim. Sci. Biotechnol. 2017, 8, 77. [Google Scholar] [CrossRef] [PubMed]
  53. Liu, R.; Wang, H.; Liu, J.; Wang, J.; Zheng, M.; Tan, X.; Xing, S.; Cui, H.; Li, Q.; Zhao, G.; et al. Uncovering the embryonic development-related proteome and metabolome signatures in breast muscle and intramuscular fat of fast-and slow-growing chickens. BMC Genom. 2017, 18, 816. [Google Scholar] [CrossRef] [PubMed]
  54. Guo, L.; Cui, H.; Zhao, G.; Liu, R.; Li, Q.; Zheng, M.; Guo, Y.; Wen, J. Intramuscular preadipocytes impede differentiation and promote lipid deposition of muscle satellite cells in chickens. BMC Genom. 2018, 19, 838. [Google Scholar] [CrossRef] [PubMed]
  55. Huang, J.; Guo, D.; Zhu, R.; Feng, Y.; Li, R.; Yang, X.; Shi, D. FATP1 Exerts Variable Effects on Adipogenic Differentiation and Proliferation in Cells Derived From Muscle and Adipose Tissue. Front. Vet. Sci. 2022, 9, 904879. [Google Scholar] [CrossRef] [PubMed]
  56. Hu, Y.; Feng, Y.; Zhang, L.; Jia, Y.; Cai, D.; Qian, S.B.; Du, M.; Zhao, R. GR-mediated FTO transactivation induces lipid accumulation in hepatocytes via demethylation of m(6)A on lipogenic mRNAs. RNA Biol. 2020, 17, 930–942. [Google Scholar] [CrossRef]
  57. Liu, J.; Fu, R.; Liu, R.; Zhao, G.; Zheng, M.; Cui, H.; Li, Q.; Song, J.; Wang, J.; Wen, J. Protein Profiles for Muscle Development and Intramuscular Fat Accumulation at Different Post-Hatching Ages in Chickens. PLoS ONE 2016, 11, e0159722. [Google Scholar] [CrossRef] [PubMed]
  58. Zhang, M.; Li, F.; Sun, J.W.; Li, D.H.; Li, W.T.; Jiang, R.R.; Li, Z.J.; Liu, X.J.; Han, R.L.; Li, G.X.; et al. LncRNA IMFNCR Promotes Intramuscular Adipocyte Differentiation by Sponging miR-128-3p and miR-27b-3p. Front. Genet. 2019, 10, 42. [Google Scholar] [CrossRef]
  59. Wang, Y.; Hui, X.; Wang, H.; Kurban, T.; Hang, C.; Chen, Y.; Xing, J.; Wang, J. Association of H-FABP gene polymorphisms with intramuscular fat content in Three-yellow chickens and Hetian-black chickens. J. Anim. Sci. Biotechnol. 2016, 7, 9. [Google Scholar] [CrossRef]
  60. Liu, Y.; Sun, D.; Li, X.; Ge, M.; Hou, Z. Research Note: Identification of core promoter region of the polyunsaturated fatty acid synthesis-related gene family in chicken. Poult. Sci. 2023, 102, 102857. [Google Scholar] [CrossRef]
  61. Li, J.; Yang, C.; Ren, P.; Lin, Z.; Zhang, D.; Jiang, X.; Wang, L.; Liu, Y. Transcriptomics analysis of Daheng broilers reveals that PLIN2 regulates chicken preadipocyte proliferation, differentiation and apoptosis. Mol. Biol. Rep. 2021, 48, 7985–7997. [Google Scholar] [CrossRef]
  62. Li, J.; Xing, S.; Zhao, G.; Zheng, M.; Yang, X.; Sun, J.; Wen, J.; Liu, R. Identification of diverse cell populations in skeletal muscles and biomarkers for intramuscular fat of chicken by single-cell RNA sequencing. BMC Genom. 2020, 21, 752. [Google Scholar] [CrossRef] [PubMed]
  63. Gong, Y.; Lin, Z.; Wang, Y.; Liu, Y. Research progress of non-coding RNAs regulation on intramuscular adipocytes in domestic animals. Gene 2023, 860, 147226. [Google Scholar] [CrossRef] [PubMed]
  64. Zhang, T.; Chen, L.; Ding, H.; Wu, P.; Zhang, G.; Pan, Z.; Xie, K.; Dai, G.; Wang, J. Construction of miRNA-mRNA network in the differentiation of chicken preadipocytes. Br. Poult. Sci. 2022, 63, 298–306. [Google Scholar] [CrossRef] [PubMed]
  65. Fu, S.; Zhao, Y.; Li, Y.; Li, G.; Chen, Y.; Li, Z.; Sun, G.; Li, H.; Kang, X.; Yan, F. Characterization of miRNA transcriptome profiles related to breast muscle development and intramuscular fat deposition in chickens. J. Cell Biochem. 2018, 119, 7063–7079. [Google Scholar] [CrossRef] [PubMed]
  66. Li, G.; Fu, S.; Chen, Y.; Jin, W.; Zhai, B.; Li, Y.; Sun, G.; Han, R.; Wang, Y.; Tian, Y.; et al. MicroRNA-15a Regulates the Differentiation of Intramuscular Preadipocytes by Targeting ACAA1, ACOX1 and SCP2 in Chickens. Int. J. Mol. Sci. 2019, 20, 4063. [Google Scholar] [CrossRef]
  67. Li, G.; Zhao, Y.; Li, Y.; Chen, Y.; Jin, W.; Sun, G.; Han, R.; Tian, Y.; Li, H.; Kang, X. Weighted gene coexpression network analysis identifies specific transcriptional modules and hub genes related to intramuscular fat traits in chicken breast muscle. J. Cell Biochem. 2019, 120, 13625–13639. [Google Scholar] [CrossRef] [PubMed]
  68. Zhang, M.; Li, D.H.; Li, F.; Sun, J.W.; Jiang, R.R.; Li, Z.J.; Han, R.L.; Li, G.X.; Liu, X.J.; Kang, X.T.; et al. Integrated Analysis of MiRNA and Genes Associated with Meat Quality Reveals that Gga-MiR-140-5p Affects Intramuscular Fat Deposition in Chickens. Cell Physiol. Biochem. 2018, 46, 2421–2433. [Google Scholar] [CrossRef]
  69. Li, F.; Li, D.; Zhang, M.; Sun, J.; Li, W.; Jiang, R.; Han, R.; Wang, Y.; Tian, Y.; Kang, X.; et al. miRNA-223 targets the GPAM gene and regulates the differentiation of intramuscular adipocytes. Gene 2019, 685, 106–113. [Google Scholar] [CrossRef]
  70. Sun, G.; Li, F.; Ma, X.; Sun, J.; Jiang, R.; Tian, Y.; Han, R.; Li, G.; Wang, Y.; Li, Z.; et al. gga-miRNA-18b-3p Inhibits Intramuscular Adipocytes Differentiation in Chicken by Targeting the ACOT13 Gene. Cells 2019, 8, 556. [Google Scholar] [CrossRef]
  71. Lin, Z.; Tang, Y.; Li, Z.; Li, J.; Yu, C.; Yang, C.; Liu, L.; Wang, Y.; Liu, Y. miR-24-3p Dominates the Proliferation and Differentiation of Chicken Intramuscular Preadipocytes by Blocking ANXA6 Expression. Genes 2022, 13, 635. [Google Scholar] [CrossRef] [PubMed]
  72. Gai, K.; Ge, Y.; Liu, D.; Zhang, H.; Cong, B.; Guo, S.; Liu, Y.; Xing, K.; Qi, X.; Wang, X.; et al. Identification of key genes related to intramuscular fat deposition in Beijing-You chicken by mRNA and miRNA transcriptome analysis. Poult. Sci. 2023, 102, 103035. [Google Scholar] [CrossRef] [PubMed]
  73. Zhu, S.; Zhang, B.; Zhu, T.; Wang, D.; Liu, C.; Liu, Y.; He, Y.; Liang, W.; Li, W.; Han, R.; et al. miR-128-3p inhibits intramuscular adipocytes differentiation in chickens by downregulating FDPS. BMC Genom. 2023, 24, 540. [Google Scholar] [CrossRef] [PubMed]
  74. Guo, Y.; Tian, W.; Wang, D.; Yang, L.; Wang, Z.; Wu, X.; Zhi, Y.; Zhang, K.; Wang, Y.; Li, Z.; et al. LncHLEF promotes hepatic lipid synthesis through miR-2188-3p/GATA6 axis and encoding peptides and enhances intramuscular fat deposition via exosome. Int. J. Biol. Macromol. 2023, 253, 127061. [Google Scholar] [CrossRef]
  75. Chen, R.; Liao, K.; Liao, H.; Zhang, L.; Zhao, H.; Sun, J. Screening and functional validation of lipid metabolism-related lncRNA-46546 based on the transcriptome analysis of early embryonic muscle tissue in chicken. Anim. Biosci. 2023, 36, 175–190. [Google Scholar] [CrossRef] [PubMed]
  76. Qin, Y.; Li, L.; Luo, E.; Hou, J.; Yan, G.; Wang, D.; Qiao, Y.; Tang, C. Role of m6A RNA methylation in cardiovascular disease (Review). Int. J. Mol. Med. 2020, 46, 1958–1972. [Google Scholar] [CrossRef] [PubMed]
  77. Tong, J.; Flavell, R.A.; Li, H.B. RNA m(6)A modification and its function in diseases. Front. Med. 2018, 12, 481–489. [Google Scholar] [CrossRef]
  78. Wu, X.; Sang, L.; Gong, Y. N6-methyladenine RNA modification and cancers. Am. J. Cancer Res. 2018, 8, 1957–1966. [Google Scholar]
  79. Lin, Q.; Chen, J.W.; Yin, H.; Li, M.A.; Zhou, C.R.; Hao, T.F.; Pan, T.; Wu, C.; Li, Z.R.; Zhu, D.; et al. DNA N6-methyladenine involvement and regulation of hepatocellular carcinoma development. Genomics 2022, 114, 110265. [Google Scholar] [CrossRef]
  80. Zhang, Y.; Guo, F.; Zhao, R. Hepatic expression of FTO and fatty acid metabolic genes changes in response to lipopolysaccharide with alterations in m(6)A modification of relevant mRNAs in the chicken. Br. Poult. Sci. 2016, 57, 628–635. [Google Scholar] [CrossRef]
  81. Feng, Y.; Li, Y.; Jiang, W.; Hu, Y.; Jia, Y.; Zhao, R. GR-mediated transcriptional regulation of m(6)A metabolic genes contributes to diet-induced fatty liver in hens. J. Anim. Sci. Biotechnol. 2021, 12, 117. [Google Scholar] [CrossRef]
  82. Li, K.; Huang, W.; Wang, Z.; Nie, Q. m(6)A demethylase FTO regulate CTNNB1 to promote adipogenesis of chicken preadipocyte. J. Anim. Sci. Biotechnol. 2022, 13, 147. [Google Scholar] [CrossRef] [PubMed]
  83. Zhang, T.; Yu, B.; Cai, Z.; Jiang, Q.; Fu, X.; Zhao, W.; Wang, H.; Gu, Y.; Zhang, J. Regulatory role of N(6)-methyladenosine in intramuscular fat deposition in chicken. Poult. Sci. 2023, 102, 102972. [Google Scholar] [CrossRef] [PubMed]
  84. Yu, B.; Liu, J.; Cai, Z.; Wang, H.; Feng, X.; Zhang, T.; Ma, R.; Gu, Y.; Zhang, J. RNA N(6)-methyladenosine profiling reveals differentially methylated genes associated with intramuscular fat metabolism during breast muscle development in chicken. Poult. Sci. 2023, 102, 102793. [Google Scholar] [CrossRef] [PubMed]
  85. Zhang, M.; Yan, F.B.; Li, F.; Jiang, K.R.; Li, D.H.; Han, R.L.; Li, Z.J.; Jiang, R.R.; Liu, X.J.; Kang, X.T.; et al. Genome-wide DNA methylation profiles reveal novel candidate genes associated with meat quality at different age stages in hens. Sci. Rep. 2017, 7, 45564. [Google Scholar] [CrossRef] [PubMed]
  86. Tian, W.; Wang, Z.; Wang, D.; Zhi, Y.; Dong, J.; Jiang, R.; Han, R.; Li, Z.; Kang, X.; Li, H.; et al. Chromatin Interaction Responds to Breast Muscle Development and Intramuscular Fat Deposition Between Chinese Indigenous Chicken and Fast-Growing Broiler. Front. Cell Dev. Biol. 2021, 9, 782268. [Google Scholar] [CrossRef] [PubMed]
  87. Moreira, G.C.M.; Boschiero, C.; Cesar, A.S.M.; Reecy, J.M.; Godoy, T.F.; Pértille, F.; Ledur, M.C.; Moura, A.; Garrick, D.J.; Coutinho, L.L. Integration of genome wide association studies and whole genome sequencing provides novel insights into fat deposition in chicken. Sci. Rep. 2018, 8, 16222. [Google Scholar] [CrossRef] [PubMed]
  88. Alvarenga, R.R.; Zangeronimo, M.G.; Pereira, L.J.; Rodrigues, P.B.; Gomide, E.M. Lipoprotein metabolism in poultry. World’s Poult. Sci. J. 2011, 67, 431–440. [Google Scholar] [CrossRef]
Genes 14 02197 g001
Figure 1. Regulatory map of intramuscular fat deposition by miRNAs and lncRNAs. ACAA1, acetyl-CoA acyltransferase 1; ACOX1, acyl-CoA oxidase 1; SCP2, sterol carrier protein 2; GATA6, GATA binding protein 6; PPARγ, peroxisome proliferator activated receptor γ; AGPAT2, 1-acylglycerol-3-phosphate-O-acyltransferase 2; FDPS, farnesyl diphosphate synthase; ACOT13, acyl-CoA thioesterase 13.
Figure 1. Regulatory map of intramuscular fat deposition by miRNAs and lncRNAs. ACAA1, acetyl-CoA acyltransferase 1; ACOX1, acyl-CoA oxidase 1; SCP2, sterol carrier protein 2; GATA6, GATA binding protein 6; PPARγ, peroxisome proliferator activated receptor γ; AGPAT2, 1-acylglycerol-3-phosphate-O-acyltransferase 2; FDPS, farnesyl diphosphate synthase; ACOT13, acyl-CoA thioesterase 13.
Genes 14 02197 g001
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Cao, Y.; Xing, Y.; Guan, H.; Ma, C.; Jia, Q.; Tian, W.; Li, G.; Tian, Y.; Kang, X.; Liu, X.; et al. Genomic Insights into Molecular Regulation Mechanisms of Intramuscular Fat Deposition in Chicken. Genes 2023, 14, 2197. https://doi.org/10.3390/genes14122197

AMA Style

Cao Y, Xing Y, Guan H, Ma C, Jia Q, Tian W, Li G, Tian Y, Kang X, Liu X, et al. Genomic Insights into Molecular Regulation Mechanisms of Intramuscular Fat Deposition in Chicken. Genes. 2023; 14(12):2197. https://doi.org/10.3390/genes14122197

Chicago/Turabian Style

Cao, Yuzhu, Yuxin Xing, Hongbo Guan, Chenglin Ma, Qihui Jia, Weihua Tian, Guoxi Li, Yadong Tian, Xiangtao Kang, Xiaojun Liu, and et al. 2023. "Genomic Insights into Molecular Regulation Mechanisms of Intramuscular Fat Deposition in Chicken" Genes 14, no. 12: 2197. https://doi.org/10.3390/genes14122197

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop