Abstract
Reducing the levels of dietary protein is an effective nutritional approach in lowering feed cost and nitrogen emissions in ruminants. The purpose of this study was to evaluate the effects of dietary Lys/Met ratio in a low protein diet (10%, dry matter basis) on the growth performance and hepatic function (antioxidant capacity, immune status, and glycolytic activity) in Tibetan lambs. Ninety two-month-old rams with an average weight of 15.37 ± 0.92 kg were randomly assigned to LP-L (dietary Lys/Met = 1:1), LP-M (dietary Lys/Met = 2:1) and LP-H (dietary Lys/Met = 3:1) treatments. The trial was conducted over 100 d, including 10 d of adaption to the diets. Hepatic phenotypes, antioxidant capacity, immune status, glycolytic activity and gene expression profiling was detected after the conclusion of the feeding trials. The results showed that the body weight was higher in the LP-L group when compared to those on the LP-M group (P < 0.05). In addition, the activities of the catalase (CAT) and glutathione peroxidase (GSH-Px) in the LP-L group were significantly increased compared with the LP-M group (P < 0.05), while the malondialdehyde (MDA) levels in LP-H group were significantly decreased (P < 0.05). Compared with LP-H group, both hepatic glycogen (P < 0.01) and lactate dehydrogenase (LDH) (P < 0.05) were significantly elevated in LP-L group. For the LP-L group, the hepatocytes were arranged radially with the central vein in the center, and hepatic plates exhibited tight arrangement. Transcriptome analysis identified 29, 179, and 129 differentially expressed genes (DEGs) between the LP-M vs. LP-L, LP-H vs. LP-M, and LP-H vs. LP-L groups, respectively (Q-values < 0.05 and |log2Fold Change| > 1). Gene Ontology (GO) and correlation analyses showed that in the LP-L group, core genes (C1QA and JUNB) enriched in oxidoreductase activity were positively correlated with antioxidant indicators, while the MYO9A core gene enriched in the immune response was positively associated with immune indicators, and core genes enriched in molecular function (PDK3 and PDP2) were positively correlated with glycolysis indicators. In summary, low-protein diet with a low Lys/Met ratio (1:1) could reduce the hepatic oxidative stress and improve the glycolytic activity by regulating the expression of related genes of Tibetan sheep.
Keywords: Amino acid, Tibetan lamb, Transcriptomic analysis, Differentially expressed genes
Introduction
The Tibetan sheep (Ovis aries) mainly distributed on the Qinghai-Tibetan Plateau at altitudes of over 3000 m [1], which provide a wide variety of resources including meat, milk, fuel, and pelage for local herdsmen in a region characterized by extreme cold and low oxygen levels [2]. Currently, normal dietary crude protein (CP) concentration is about 14–16% in the Tibetan sheep production. Lowering the dietary protein levels can enhance nitrogen (N) utilization and reduce the excretion of N into the environment, as well as lessening seasonally feed costs [3]. Previous studies have shown that supplementing dietary lysins (Lys) and methionine (Met) to low-protein diet may balance the fat accretion and improve protein synthesis [4]. Therefore, we are interested in whether the impacts of low-protein diets on hepatic function are associated with dietary proportions of Lys and Met.
The liver is the most intricate metabolic organ involved in a variety of physiological functions. Via removing harmful metabolites and exogenous microorganisms, the liver was responsible for the organismal immune balance [5]. Additionally, the liver synthesized several enzymes (e.g., glutamic-pyruvic transaminase, glutamic oxalacetic transaminase, and cholinesterase) and then participated in glycogen storage, bile secretion, and protein synthesis [6]. Previously, supplementation of the dietary isoleucine to low-protein diet increased the enzyme activity of acyl-CoA oxidase 1 (ACOX1) in the liver, thereby reducing the fat deposition of broilers [7]. Thus, comprehensive understandings of the physiological function of the liver contribute to improving health status and production in livestock.
Lys is an exogenous essential amino acid, absorbed by the digestive tract epithelial cells and directed to tissues and organs where it acts in the synthesis and deposition of protein [8]. Lys served as a precursor of carnitine and was be involved in collagen production, thereby affecting the hepatic histological structure [9]. It is well established that Met is the first-limiting amino acids for ruminants, depending on dietary composition. It was involved in various physiological processes, such as DNA methylation, protein synthesis, and antioxidant balance [10]. Previous studies conducted in dairy cow observed that supply of Met altered the synthesis of low-density lipoproteins (VLDL), thereby inhibiting the accumulation of triacylglycerol in the liver [11]. Thus, to maintain a protein-amino acid balance, essential amino acids should be supplemented when decreasing the levels of dietary protein while diminishing dietary protein [12].
To date, there are no available reports on the influence of different proportions of amino acids on Tibetan sheep under low protein diet. Therefore, the objective of our experiment was to determine the effect of supplementing Lys to Met in a low-protein diet on the growth performance, antioxidant capacity, immune function, and glycolytic activity in the liver of Tibetan sheep.
Materials and methods
Ethical statement
All animal protocols were approved by the Committee of Experimental Animal Care and Handling of the Animal Care Committee of Qinghai University, China.
Animal diets and sample collection
A total of ninety two-month-old weaned non-neutered male lambs with an average body weight of 15.37 ± 0.92 kg were randomly divided them into 3 different treatments that were fed diets with Lys: Met ratios of 1:1 (LP-L group), 2:1 (LP-M group), and 3:1 (LP-H group). This study was carried out between April and July 2022 at the Jinzang sheep farm in Haiyan Country, Qinghai Province, China. The total experimental period was 100 d, including 10 d of acclimatization and 90 d of actual periods. Throughout the experiment, lambs were fed a 10% crude protein (CP) diet with 70% concentration and 30% forage on a dry matter basis. Fresh drinking water and feed were provided ad libitum. The ingredients and chemical composition of the diet are presented in Table 1. The crude protein and crude fat were determined the standard protocol of the Association of Official Analytical Chemists (AOAC) [13]. Neutral detergent fiber and acid detergent fiber was analyzed as described following the methods of Van Soest et al. (1991) [14]. Commercial amino acids were purchased from Henan Bang Lai Industrial Co., LTD (Zhengzhou, China). The digestible energy was calculated. After the end of experimental period, nine lambs (n = 3 per treatment) were selected and slaughtered according to the animal welfare procedures. Samples of liver were collected under aseptical condition. Part of each tissue sample was fixed in 4% paraformaldehyde for histological examination, while the remainder was snap-frozen in liquid nitrogen and stored in a -80℃ freezer for RNA extraction.
Table 1.
Items | LP-L | LP-M | LP-H |
---|---|---|---|
Ingredient (%) | |||
Oat hay | 15.000 | 15.000 | 15.000 |
Oat silage | 15.000 | 15.000 | 15.000 |
Corn | 36.533 | 37.100 | 37.100 |
Wheat | 7.700 | 7.700 | 7.700 |
Soybean meal | 0.700 | 0.700 | 0.700 |
Rapeseed meal | 7.000 | 7.000 | 7.000 |
Cottonseed meal | 0.700 | 0.700 | 0.700 |
Maize germ meal | 0.700 | 0.700 | 0.700 |
Palm meal | 11.200 | 11.200 | 11.200 |
NaCl | 0.350 | 0.350 | 0.602 |
Limestone | 0.350 | 0.441 | 0.700 |
Baking soda | 0.070 | 0 | 0.070 |
Premix 1) | 2.940 | 2.940 | 2.940 |
Lys | 1.386 | 0.931 | 0.483 |
Met | 0.371 | 0.238 | 0.105 |
Total | 100.000 | 100.000 | 100.000 |
Nutrient levels | |||
DE (MJ·kg− 1) 2) | 10.760 | 10.840 | 10.840 |
Crude protein | 9.940 | 9.980 | 9.980 |
Ether extract | 2.850 | 2.870 | 2.870 |
Crude fiber | 22.470 | 22.61 | 22.610 |
Neutral detergent fiber | 33.720 | 33.77 | 33.770 |
Acid detergent fiber | 23.370 | 23.39 | 23.390 |
Ca | 0.421 | 0.424 | 0.424 |
P | 0.171 | 0.172 | 0.172 |
The premix provided the following per kg of diets: Cu 9.0 mg, Fe 33 mg, Zn 15 mg, Mn 24 mg, Se 0.24 mg, I 0.30 mg, Co 0.12 mg, VA 4 000 IU, VD 2 400 IU, VE 1 500 IU; 2)Digestible energy is a calculated value, whereas the others are measured values
Growth performance
The body weight of Tibetan sheep were recorded before the morning feeding at the beginning and end of the trial. The fattening period was 90 d, during which average daily gain was calculated.
Enzyme linked immunosorbent assay (ELISA)
Approximately 1.0 g of liver sample was homogenized in ice-cold physiological saline at a ratio of 1:9 (w/v) and subsequently centrifuged at 3500×g at 4 оC for 15 min. The antioxidant capacity (catalase, superoxide dismutase, total antioxidant capacity, glutathione peroxidase and malondialdehyde), immune function (IgA, IgG and IgM), and glycolytic activity (hepatic glycogen, lactate dehydrogenase, malate dehydrogenase and succinate dehydrogenase) of supernate were dealt with the ELISA kits specific to sheep (Nanjing Jiancheng Bioengineering Institute, Nanjing, China) according to the manufacturer’s protocol. The enzymatic activity was analyzed by the microplate reader (Multiskan™ FC, Thermo Fisher Scientific, CA, USA).
Histological analysis
The fixed tissues were embedded in paraffin and cut into 5-µm sections using a rotary microtome (HS3345, Haifuda Technology,. Ltd, Beijing, China). The tissue sections were stained with hematoxylin and eosin, and then examined by the digital microscope (DP2-BSW, Olympus Corporation, Tokyo, Japan) at 20×magnification. Cross-sectional areas were measured using Image-Pro Plus 6.0 software (Media Cybernetics Inc., Bethesda, MD, USA).
RNA isolation, library preparation, and sequencing
Total RNA was isolated from 9 liver samples (n = 3 per treatment) using TRIzol reagent (#15,596,018, Thermo Fisher Scientific, CA, USA). mRNA was purified from the total RNA using Oligo (dT) (Thermo Fisher, CA, USA) magnetic beads and was fragmented using ABclonal First Strand Synthesis Reaction Buffer. After total RNA was extracted, eukaryotic mRNA was enriched by Oligo (dT) beads. Then the enriched mRNA was fragmented into short fragments using fragmentation buffer and reversly transcribed into cDNA by using NEB Next Ultra RNA Library Prep Kit for Illumina (NEB #7530, New England Biolabs, Ipswich, MA, USA). The purified double-stranded cDNA fragments were end repaired, A base added, and ligated to Illumina sequencing adapters. The ligation reaction was purified with the AMPure XP Beads (1.0X). And polymerase chain reaction (PCR) amplified. The resulting cDNA library was sequenced using Illumina Novaseq6000 by Gene Denovo Biotechnology Co. (Guangzhou, China).
Quality control and read mapping
The raw reads were translated into sequence reads using CASAVA (Version 1.8.2) and expressed in the FASTQ format. To obtain clean reads, the SOAPnuke package (Version 2.X) was used to trim low-quality reads, sequence connectors, and reads with uncertain N content. The clean reads were then sequenced and aligned with the reference genome (Ovis aries version 4.0 https://www.ncbi.nlm.nih.gov/genome/?term=Ovis+aries) using HISAT2 online software (http://daehwankimlab.github.io/hisat).
Differentially expressed genes (DEGs) analysis
Genes showing differential expression between different samples were identified using DESeq2 with the criteria Q-value < 0.05 and |log2Fold Change| > 1 [15].
Gene Ontology (GO) enrichment, protein-protein interaction (PPI) network and correlation analysis
To further explore the potential functions of the DEGs, GO enrichment analysis was performed using clusterProfiler (Version 4.0). PPI networks of the DEGs were constructed using the STRING database and visualized using the Cystoscape plug-in cytoHubba (Version 3.9.1) and the maximal clique centrality algorithm to identify hub genes.
OmicShare tools (Version 3.0) were used to conduct correlation network analysis. The data used for the correlation analysis were from fluorescence quantitative measurements and ELISA results. Nine samples (n = 3 per treatment) were selected and carried out the correlation analysis.
Verification of RNA-Seq data with quantitative reserve
Six DEGs were selected from the three groups for verification using RT-qPCR. glyceraldehyde-3-phosphate dehydrogenase (GAPDH) was used as an internal reference (Table 2). The primers were synthesized by Biotechnology (Shanghai) Co., Ltd (China). The PCR used the RNA from step 2.5 as a template and the reaction system included 10 µL of Universal SYBR Green qPCR Mix, 1 µL of each upstream and downstream primer, and 2 µL of template, made up to 20 µL with nuclease-free water The qPCR amplification program consisted of 40 cycles at 95 ℃ for 30 s, 95 ℃ for 10 s, and 60 ℃ for 30 s. The 2− ΔΔ Ct method was used to calculate the relative gene expression. Nine samples (n = 3 per treatment) were selected and carried out the correlation analysis.
Table 2.
Name | GenBank accession | Primer sequence (5’-3’) | Tm (℃) | Product length |
---|---|---|---|---|
GAPDH | XM_060411593.1 | F-GACCTGCCGCCTGGAGAAAC | 60℃ | 120 bp |
R-AGAGTGAGTGTCGCTGTTGAAGTC | ||||
C1QA | XM_004005142.5 | F-AAGGAGAAGAAGTGGGAAGGGATG | 60℃ | 124 bp |
R-TTCCTGCGTCCAATCTTCAACAC | ||||
C1QB | XM_042244592.1 | F-AAGGGTGAATCGGGAGACTACAG | 60℃ | 125 bp |
R-TCGTTGGTGTTGGTGATAATGTGG | ||||
C1QC | XM_042244594.1 | F-CTGGTCAAGTTCAACGAGGTCATC | 60℃ | 107 bp |
R-GTGTGGAAGACGAAGTAGTAGAAGC | ||||
CFD | XM_012178435.3 | F-TCCTCCTCGGGACAGCCTTG | 60℃ | 138 bp |
R-CTATCAGGAAGCCTCCGCACAC | ||||
LAPTM5 | XM_004005050.5 | F-CCAGCCAGGACGGTATGACTC | 60℃ | 77 bp |
R-GAGGACAGTGATGAAGGCAATGG | ||||
PSAP | XM_060406597.1 | F-GTGCTCCGCTCTCAACCTCTG | 60℃ | 96 bp |
R-GCCACCACCTCCGCCATATC |
Glyceraldehyde-3-phosphate dehydrogenase: GAPDH. Complement C1q A chain: C1QA. Complement C1q B chain: C1QB. Complement C1q C chain: C1QC. Complement factor D: CFD. Lysosomal protein transmembrane 5: LAPTM5 Prosaposin: PSAP
Results
Growth performance
Although the difference was not significant (Table 3), the average daily gain increased with decrease in dietary Lys/Met ratio (P > 0.05). Additionally, the final body weight was higher in the LP-L group when compared to those on the LP-M group (P < 0.05).
Table 3.
Item | LP-L | LP-M | LP-H | P-value |
---|---|---|---|---|
Initial weight (kg) | 15.79 ± 0.16 | 15.54 ± 0.17 | 15.47 ± 0.19 | 0.393 |
Final body weight (kg) | 37.39 ± 0.37a | 36.19 ± 0.32b | 36.45 ± 0.37ab | 0.049 |
Average daily weight gain (g/d) | 240.13 ± 4.34 | 229.20 ± 3.87 | 231.11 ± 3.51 | 0.122 |
Antioxidant, immune response, and glycolytic enzyme activity indices
As shown in Table 4, the catalase (CAT) and glutathione peroxidase (GSH-Px) activities in LP-L group demonstrated significantly increased compared to LP-M group (P < 0.05), while the malondialdehyde (MDA) levels in LP-L group were significantly decreased than those in LP-H group (P < 0.05). In addition, the indicators of hepatic glycogen and lactate dehydrogenase (LDH) in LP-L group were significantly increased compared with LP-M group (P < 0.05).
Table 4.
Item | LP-L | LP-M | LP-H | P-value |
---|---|---|---|---|
Oxidation indexes | ||||
Catalase (CAT) | 123.1 ± 1.95a | 78.48 ± 9.05b | 94.70 ± 11.94ab | 0.036 |
Glutathione peroxidase (GSH-Px) | 1134.02 ± 95.71a | 982.12 ± 35.67b | 1023.41 ± 12.65ab | 0.075 |
Malondialdehyde (MDA) | 5.34 ± 0.34b | 6.16 ± 0.19b | 7.55 ± 0.37a | 0.001 |
Superoxide dismutase (SOD) | 470.40 ± 16.16 | 477.49 ± 36.57 | 434.33 ± 10.14 | 0.411 |
Total antioxidant capacity (T-AOC) | 23.66 ± 1.63 | 20.45 ± 2.00 | 20.07 ± 1.29 | 0.316 |
Immune indices | ||||
Immunoglobulin A (IgA) | 270.77 ± 10.06 | 255.65 ± 1.60 | 265.52 ± 8.32 | 0.415 |
Immunoglobulin G (IgG) | 842.87 ± 86.07 | 832.69 ± 62.55 | 755.83 ± 4.24 | 0.579 |
Immunoglobulin M (IgM) | 1415.76 ± 105.38 | 1414.24 ± 31.64 | 1438.48 ± 61.56 | 0.966 |
Glycolytic enzyme activity indexes | ||||
Hepatic glycogen | 22.94 ± 0.55a | 14.93 ± 0.73c | 17.07 ± 0.28b | < 0.001 |
Succinate dehydrogenase (SDH) | 172.47 ± 2.34 | 169.79 ± 12.64 | 174.73 ± 4.22 | 0.906 |
Malate dehydrogenase (MDH) | 1598.75 ± 170.85 | 1559.86 ± 51.73 | 1565.42 ± 126.54 | 0.973 |
Lactate dehydrogenase (LDH) | 11.09 ± 0.65a | 3.82 ± 1.64b | 6.03 ± 1.90ab | 0.034 |
a, b Means in the same row with different superscripts differed (P < 0.05)
Histological analysis of the liver
As shown in Fig. 1, the hepatocytes of LP-L group displayed radial arrangement embracing the central vein, and the liver plates were tightly arranged. On the contrary, the hapatic lobules in LP-M group were separated from each other, accompanying by expansion of the blood sinuses. In LP-H group, the hepatocytes were loosely arranged, resulting in the separation of the liver plates from each other and a large perisinusoidal space.
Characterization of liver tissue transcriptomic RNA-Seq data
A total of 521.73 million raw reads from nine liver samples were sequenced and mapped against the Ovis reference genome (Version 4.0). An average of 57.86 million clean reads were generated after quality control, with an average proportion of 99.79%. The Q20 values were ≥ 97.45% and Q30 values were ≥ 92.94%, in accordance with the requirement that Q20 should be over 95% and Q30 at least 85%. Approximately 94.80-98.35% of the clean reads were mapped to the Ovis aries reference genome, with single alignments in 32.86–44.41% of the reads (Table 5).
Table 5.
Sample | Raw reads (M) | Clean reads (M) | Clean reads Q20 | Clean reads Q30 | Clean reads Ratio | Total mapping | Uniquely Mapping |
---|---|---|---|---|---|---|---|
LP-L-1 | 47.90 | 47.74 | 97.46% | 92.99% | 99.67% | 95.73% | 36.79% |
LP-L-2 | 62.67 | 62.59 | 98.78% | 94.93% | 99.87% | 97.92% | 35.40% |
LP-L-3 | 70.88 | 70.78 | 98.82% | 95.15% | 99.87% | 97.58% | 32.86% |
LP-M-1 | 65.58 | 65.49 | 98.90% | 95.51% | 99.87% | 98.11% | 40.16% |
LP-M-2 | 48.29 | 48.13 | 97.45% | 92.94% | 99.67% | 96.56% | 35.81% |
LP-M-3 | 62.91 | 62.86 | 99.12% | 96.8% | 99.92% | 98.35% | 35.90% |
LP-H-1 | 57.02 | 56.95 | 98.90% | 95.42% | 99.87% | 97.96% | 44.41% |
LP-H-2 | 52.43 | 52.26 | 97.51% | 93.12% | 99.67% | 96.27% | 37.08% |
LP-H-3 | 54.06 | 53.93 | 99.02% | 96.39% | 99.75% | 94.80% | 41.28% |
Analysis of DGEs
A total of 337 DEGs were identified in three treatments. There were 21 upregulated and 8 downregulated genes in the LP-M group compared with the LP-L group. A comparison of the LP-M and LP-H groups indicated 179 DEGs, of which 66 were upregulated and 113 downregulated, while 129 DEGs were found between the LP-H and Lp-L groups, with 75 upregulated and 54 downregulated (Fig. 2).
GO enrichment analysis
Gene Ontology (GO) is a standardized classification system for genes and includes three categories, namely, biological process (BP), cellular component (CC), and molecular function (MF). GO analysis of the DEGs showed that 242 biological process terms were significantly enriched in the LP-M group compared with the LP-L group, including activation of immune response, positive regulation of immune system process, activation of immune response, while a comparison of the LP-H and LP-M groups showed significant enrichment in 74 terms, including regulation of chemotaxis, immune response, and 52 terms were significantly enriched in the LP-H group compared with LP-L group, including regulation of extracellular exosome assembly, extracellular exosome assembly, TRAIL-activated apoptotic signaling pathway. The results showed DEG (MYO9A) involved in immune response was significantly upregulated in LP-L group.
Moreover, the molecular function terms of non-membrane spanning protein tyrosine kinase activity, oxidoreductase activity, molecular function regulator were significantly enriched in the LP-M group compared with the LP-L group, LP-H group compared with the LP-M group and the LP-H group compared with the LP-L group respectively. Overall, the cellular components of synapse part, extracellular space, AP1 complex were significantly enriched in the LP-M group compared with the LP-L group, LP-H group compared with the LP-M group, the LP-H group compared with LP-L group respectively. The results indicated DEGs (C1QA, JUNB) involved in oxidoreductase activity, PDK3 and PDP2 involved in molecular function were significantly upregulated in LP-L group. (Fig. 3)
PPI network analyses and correlation of phenotypic data with sequencing data
PPI networks were constructed using the DEGs as seed nodes. The results showed that of the 337 DEGs, 10 genes interacted with one another other. These genes were fos proto-oncogene (FOS), myosin IXA (MYO9A), complement C1q A chain (C1QA), pyruvate dehydrogenase kinase 3 (PDK3), 3-hydroxyisobutyryl-CoA hydrolase (HIBCH), JunB proto-oncogene (JUNB), interleukin 1 alpha (IL1A), pyruvate dehydrogenase phosphatase catalytic subunit 2 (PDP2), syndecan 1 (SDC1), and dimethylglycine dehydrogenase (DMGDH) (Fig. 4). In addition, the Pearson correlation coefficient was used to investigate the potential associations between the expression levels of these genes and antioxidant capacity, immune response, and glycolytic activity were also investigated. The results showed that C1QA and JUNB were positively correlated with CAT, T-AOC, and GSH-Px and negatively correlated with MDA. MYO9A was positively correlated with IgA, IgG, and IgM levels (Fig. 5).
Verification by qRT-PCR
To verify the accuracy of the RNA-Seq results, six DEGs that were associated with antioxidant activity, immune function, and glycolytic enzyme activity were selected for qRT PCR quantification. It was found that the expression trends in both the qRT-PCR and RNA-Seq results were consistent, indicating the reliability of the RNA-Seq results (Fig. 6).
Discussion
In ruminant, meeting AA requirements becomes more crucial during stages of high growth performance. Previously, Hanwoo Steer supplemented with Met had improved average daily gain and a lower feed conversion ratio compared to control in high-temperature seasons [16]. Similarly, the average daily gain was increased, while feed to gain ratio was decreased with the increasing Met supplementation in feedlot Yaks [17]. In the present study, the final body weight with Lys/Met at ratio 1:1 was increased of Tibetan sheep. Our outcomes were consistent with previous studies, which provided evidence that dietary Met improved the final body weight and carcass weight by altering rumen fermentation in Hu sheep [18]. One possible explanation is that, dietary Met supplementation improved the feed efficiency and nitrogen utilization, thereby contributing to the growth performance [19].
Many studies have explored more effective use of Lys and Met in diets, not just to meet the nutritional needs but also as a health product. In Pekin ducks, dietary Met deficiency affected histological characteristics of the liver via suppression of fatty acids transportation and hepatic catabolism [20]. Meanwhile, the liver injury including swollen, blunt, turbid and lusterless were observed morphologically when fed Met-deficient diet in broilers, which might be related to oxidative stress and intestinal immunosuppression [21]. Our results showed that increasing the dietary Met/Lys ratios contributed to improvement of hepatic phenotype in Tibetan sheep. Previous study showed that the lipopolysaccharides (LPS) induced liver injury, while dietary Met supplementation alleviated these damages [22]. Therefore, we speculated that high ratio of Met/Lys in diet resulted in decreases of LPS concentration in the liver, which alleviated the LPS-induced negative effects.
Oxidative stress results from an unbalance between antioxidants and oxidative molecules, which is a vital contributing factors to the impairment of the immune responses during environmental stress [23]. According to previous studies, responses of oxidative stability to supplemental Lys or Met were variable in livestock. Zhan et al. (2006) suggested that higher hepatic concentration of carnitine, synthesised from Met and Lys, could facilitate fatty acid oxidation in the liver [24]. Liang et al. (2019) found that adding N-acetyl-l-methionin to a diet reduces lipid peroxidation and increases hepatic protein synthesis in in mid-lactating dairy cows [25]. Among the antioxidant indexes, both detoxification of free radicals and non-radical harmful chemicals (i.e., GSH-Px, SOD, CAT, T-AOC) constitute the antioxidant defense strategy [19]. Previous study indicated that high stocking density resulted in decrease of T-AOC and GSH-Px activities, and that effect was mitigated by dietary Met supplementation [26]. In this study, the GSH-Px and CAT activities was obviously increased with increasing dietary Met/Lys ratios, which is in agreement with previous findings. MDA is a lipid peroxide and its overproduction destroys the integrity of cell membranes and promotes mutation, thereby reducing the effectiveness of the oxidative defense system [27]. Our results showed that the MDA concentration in the liver significantly decreased with an increase in the Lys/Met ratios. In accordance with our findings, MDA concentration in the small intestine were affected by Met levels, high dietary Met supplement significantly reduce MDA concentration [28]. Overall, increasing the dietary Met/Lys ratios contributed to enhancement of hepatic oxidative stability in Tibetan sheep. The main reason may be that the exogenous Met could increase eliminated reactive oxygen species by Met residues or through glutathione synthesis, directly and indirectly, influence the activity of the antioxidant enzymes [29].
The immunoglobulins were secreted by B lymphocytes and played play a critical role in adaptive immune system [30]. Among the five Igs, IgA was involved in antisepsis, sterilization, and antivirus [31]. IgG is an important immunoglobulin in the serum, accounting for approximately 75% of the total immunoglobulin content in the serum. contributing to the modulation of immunity [32]. Gebeyew et al. (2021) showed that the plasma IgA concentration increased when supplementing Met and Lys in dairy sheep [12]. Similarly, dietary supplementation of Zn-methionine increased the blood IgG concentration and decreased rumen ammonia-N compared to the control diet [33]. Although no significant difference, increasing the dietary Met/Lys ratios tended to increase the concentration of IgA and IgG in the liver of Tibetan sheep. This is consistent with the findings of Zhou et al. (2017), who observed that during the transition period, when dietary Met was fed, liver function and inflammation improved in dairy cow [34]. One possible explanation is that, dietary Met supplementation modulated the expression of immunity-related genes including TNNT3, PALLD and PYGM by altered alternative splicing and DNA methylation [35], thereby altering the immune status of the liver.
Glycolysis converts glucose into pyruvate, and synchronously provides 2 reduced nicotinamide adenine dinucleotides (NADH) and 2 adenosine triphosphates (ATP), which meets the cellular energy required for diverse biological activities [36]. Glycogen is synthesized mainly by several enzymes such as glycogen synthase (GS) and glycogen synthase kinase 3β (GSK-3β) [37] and participate in maintenance of energy homeostasis [38]. Mammalian LDH is a ubiquitous intracellular enzyme that catalyses pyruvic acid to lactate via the Cori cycle [39], which delays ongoing metabolic acidosis [40] and liver injury [41]. In the current experiment, high Met supplementation increased the activity of enzymes (glycogen and LDH) involved in the hepatic glycolysis in Tibetan sheep. Previously, expression of key proteins related to fatty acid transport, fatty acid oxidation and glycolysis/gluconeogenesis were suppressed when dietary Met deficiency, which were ameliorated by feeding diets with adequate Met [20]. Compared with low dietary Met, high Met supplement enhanced the mRNA levels of hepatic gluconeogenesis related genes such as phosphoenolpyruvate carboxykinase and glucose-6-phosphatase [42], which was effective in improving energy metabolisms in late pregnant ewes [43].
At least in part, gene expression levels might parallel well with its corresponding function in mammals [44]. Dietary Met supplementation in sheep during late pregnancy improved the offspring development with a concomitant change in hepatic markers involved in the energy metabolism (i.e., FABPF, AlOX15 and COX-2) [45]. A similar result was found in sheep which were fed the Met diet increased the improve ewe performance and fetus development via modulating the expression of AHCY and ALOX5P of the liver in sheep [46]. In the Holstein cows, Met supplementation in dite altered the expression of FOXO1, PPARG, E2F1, and CREB1, thereby elevating the metabolic stress in newborn liver [47]. In the current study, 337 genes were found to be differentially expressed in the liver fed different proportion of Lys/Met diets of Tibetan sheep.
Six of these DEGs, including C1QA, C1QB, C1QC, CFD, LAPTM5, and PASP were identified as candidate genes that might be involved in regulating hepatic oxidative stress, immune response and glycolysis. As a serine protease, the CFD is predominantly produced by adipocytes, which play an essential role in the activation of the alternative pathway of the complement system [48]. C1QA, C1QB, and C1QC belong to the family of complement C1Q and are involved in immune response [49]. MHV A59-infected C1QA knockout mice exhibited significantly hepatocellular necrosis and interstitial pneumonia compare with wild-type mice, resulting in immune deficiency [50]. C1QB regulated the immune response by altering the number of macrophages and T lymphocytes in the pancreatic islet in rats [51]. C1QC is a polypeptide involved in immune system-related biological processes via closely linking with immune-related signaling pathways (i.e., leukocyte activation, leukocyte activation and inflammatory response) [52]. PASP encoded for the lysosomal protein prosaposin and closely related with mTOR signaling. In vitro, the silencing of PASP suppressed glycolysis and oxidative phosphorylation [53]. Currently, our analysis revealed consistent correlations between the RNA-Seq results and the mRNA levels measured by qRT-PCR. We speculated that low-protein diet with a low Lys/Met ratio (1:1) could significantly reduce the hepatic oxidative stress and improve the glycolytic activity of Tibetan sheep by modulating the expression of related functional genes.
Conclusions
In summary, feeding low dietary protein (10%) with a low Lys/Met ratio (1:1) to Tibetan sheep could improved the body weight and hepatic phenotype, as well as modulation of genes expression associated with antioxidant capacity, immune function, and glycolytic activity in liver. Our findings indicate that providing a low protein diet supplemented with optimal Lys/Met ratio (1:1) could benefit mainly by reducing the hepatic oxidative stress and improving the glycolytic activity.
Acknowledgements
The authors are thankful the opinion of language errors from LEXIS company.
Author contributions
QJ and FZ made substantial contributions to the conception and design of the experiments. Conception and design of experiments was done by QJ, FZ, and GS. Authors QJ, FZ, KZ, QS, TH, ZW, and XC performed the experiments. Authors QJ and FZ wrote the paper, and authors HS, GS, ZW, QJ, and FZ critically revised the manuscript. All authors read and approved the final manuscript.
Funding
This research has been supported by the Shuaicai Scientists Project of Qinghai Province (grant no. 2022NK169).
Data availability
The data sets utilized in this article are available on request from the author(1960742393@qq.com). The data presented in this study are openly available in Sequence Read Archive at https://www.ncbi.nlm.nih.gov/sra (accessed on 2 March 2024), reference number PRJNA1081789 and PRJNA1073180.
Declarations
Ethics approval and consent to participate
Our study was carried out in compliance with the ARRIVE guidelines (AVMA Guidelines for the Euthanasia of Animals: 2020 Edition). All experimental animal procedures complied with the laboratory animal management and welfare regulations approved by the Ethics Committee of Qinghai University, Xining, Qinghai, China. All animal experiments were approved by the Animal Care Committee of Qinghai University (approval number, QUA-2020-0710).
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Qiurong Ji and Fengshuo Zhang contributed equally to this work.
References
- 1.Tian D, Han B, Li X, Liu D, Zhou B, Zhao C, Zhang N, Wang L, Pei Q, Zhao K. Genetic diversity and selection of tibetan sheep breeds revealed by whole-genome resequencing. Anim Bioscience. 2023;36(7):991–1002. doi: 10.5713/ab.22.0432. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Jing X, Wang W, Degen A, Guo Y, Kang J, Liu P, Ding L, Shang Z, Fievez V, Zhou J, et al. Tibetan sheep have a high capacity to absorb and to regulate metabolism of SCFA in the rumen epithelium to adapt to low energy intake. Br J Nutr. 2020;123(7):721–36. doi: 10.1017/S0007114519003222. [DOI] [PubMed] [Google Scholar]
- 3.Gebeyew K, Yang C, Mi H, Cheng Y, Zhang T, Hu F, Yan Q, He Z, Tang S, Tan Z. Lipid metabolism and m(6)a RNA methylation are altered in lambs supplemented rumen-protected methionine and lysine in a low-protein diet. J Anim Sci Biotechnol. 2022;13(1):85. doi: 10.1186/s40104-022-00733-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Wang T, Feugang JM, Crenshaw MA, Regmi N, Blanton JR, Liao SF. A systems Biology Approach using Transcriptomic Data reveals genes and pathways in porcine skeletal muscle affected by dietary lysine. Int J Mol Sci 2017;18(4). [DOI] [PMC free article] [PubMed]
- 5.Li T, Jin M, Fei X, Yuan Z, Wang Y, Quan K, Wang T, Yang J, He M, Wei C. Transcriptome comparison reveals the difference in Liver Fat metabolism between different Sheep breeds. Animals: Open Access J MDPI 2022;12(13). [DOI] [PMC free article] [PubMed]
- 6.Jiao D, Ji K, Wang W, Liu H, Zhou J, Degen AA, Zhang Y, Zhou P, Yang G. Transcriptome Profiles of the Liver in Two Cold-Exposed Sheep Breeds Revealed Different Mechanisms and Candidate Genes for Thermogenesis. Genetics research 2021;2021:5510297. [DOI] [PMC free article] [PubMed]
- 7.Ma S, Zhang K, Shi S, Li X, Che C, Chen P, Liu H. Low-protein diets supplemented with isoleucine alleviate lipid deposition in broilers through activating 5’ adenosine monophosphate-activated protein kinase and janus kinase 2/signal transducer and activator of transcription 3 signaling pathways. Poult Sci. 2023;102(3):102441. doi: 10.1016/j.psj.2022.102441. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Zhang B, Ning B, Chen X, Li C, Liu M, Yue Z, Liu L, Li F. Effects of the SLC38A2-mTOR Pathway Involved in Regulating the Different Compositions of Dietary Essential Amino Acids-Lysine and Methionine on Growth and Muscle Quality in Rabbits. Animals: an open access journal from MDPI 2022;12(23). [DOI] [PMC free article] [PubMed]
- 9.da Silva Liebl AR, Cáo MA, Dos Santos Nascimento M, Castro P, Duncan WLP, Pantoja-Lima J, Aride PHR, Bussons M, Furuya WM, Faggio C, et al. Dietary lysine requirements of Colossoma macropomum (Cuvier, 1818) based on growth performance, hepatic and intestinal morphohistology and hematology. Vet Res Commun. 2022;46(1):9–25. doi: 10.1007/s11259-021-09872-6. [DOI] [PubMed] [Google Scholar]
- 10.Storm E, Orskov ER. The nutritive value of rumen micro-organisms in ruminants. 4. The limiting amino acids of microbial protein in growing sheep determined by a new approach. Br J Nutr. 1984;52(3):613–20. doi: 10.1079/BJN19840128. [DOI] [PubMed] [Google Scholar]
- 11.Danesh Mesgaran M, Kargar H, Janssen R, Danesh Mesgaran S, Ghesmati A, Vatankhah A. Rumen-protected zinc-methionine dietary inclusion alters dairy cow performances, and oxidative and inflammatory status under long-term environmental heat stress. Front Veterinary Sci. 2022;9:935939. doi: 10.3389/fvets.2022.935939. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Gebeyew K, Yang C, He Z, Tan Z. Low-protein diets supplemented with methionine and lysine alter the gut microbiota composition and improve the immune status of growing lambs. Appl Microbiol Biotechnol. 2021;105(21–22):8393–410. doi: 10.1007/s00253-021-11620-4. [DOI] [PubMed] [Google Scholar]
- 13.Feldsine P, Abeyta C, Andrews WH. AOAC International methods committee guidelines for validation of qualitative and quantitative food microbiological official methods of analysis. J AOAC Int. 2002;85(5):1187–200. doi: 10.1093/jaoac/85.5.1187. [DOI] [PubMed] [Google Scholar]
- 14.Van Soest PJ, Robertson JB, Lewis BA. Methods for dietary fiber, neutral detergent fiber, and nonstarch polysaccharides in relation to animal nutrition. J Dairy Sci. 1991;74(10):3583–97. doi: 10.3168/jds.S0022-0302(91)78551-2. [DOI] [PubMed] [Google Scholar]
- 15.Pocock SJ. Clinical trials with multiple outcomes: a statistical perspective on their design, analysis, and interpretation. Control Clin Trials. 1997;18(6):530–45. doi: 10.1016/S0197-2456(97)00008-1. [DOI] [PubMed] [Google Scholar]
- 16.Park BK, Ahn JS, Kim MJ, Son GH, Bong SH, Gil DY, Park JK, Lee CW, Kwon EG, Chang SS et al. Effect of Rumen protected methionine and α-Tocopherol on growth performance, Carcass Characteristics, and Meat Composition of Late Fattening Hanwoo Steer in High-Temperature Seasons. Animals: Open Access J MDPI 2020;10(12). [DOI] [PMC free article] [PubMed]
- 17.Ma Z, Zhao Z, Wang H, Zhou J, Zhang C. Effect of supplementary levels of Rumen-protected lysine and methionine on growth performance, carcass traits, and Meat Quality in Feedlot yaks (Bos grunniens). Animals: Open Access J MDPI 2021;11(12). [DOI] [PMC free article] [PubMed]
- 18.Chen J, Niu X, Li F, Li F, Guo L. Replacing Soybean Meal with Distillers Dried Grains with Solubles plus Rumen-Protected Lysine and Methionine: Effects on Growth Performance, Nutrients Digestion, Rumen Fermentation, and Serum Parameters in Hu Sheep. Animals: an open access journal from MDPI 2021;11(8). [DOI] [PMC free article] [PubMed]
- 19.Li H, Jiang B, Zhou YJCSPAD. Suite 203, Ottawa, ON K2E 7W6: effects of Rumen-protected methionine supplementation on growth performance, nitrogen balance, carcass characteristics, and meat quality of lambs fed diets containing buckwheat straw. 2020(2).
- 20.Wu Y, Tang J, Wen Z, Zhang B, Cao J, Zhao L, Guo Z, Xie M, Zhou Z, Hou S. Dietary methionine deficiency stunts growth and increases fat deposition via suppression of fatty acids transportation and hepatic catabolism in Pekin ducks. J Anim Sci Biotechnol. 2022;13(1):61. doi: 10.1186/s40104-022-00709-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Song B, Fu M, He F, Zhao H, Wang Y, Nie Q, Wu B. Methionine Deficiency affects liver and Kidney Health, oxidative stress, and Ileum Mucosal immunity in Broilers. Front Veterinary Sci. 2021;8:722567. doi: 10.3389/fvets.2021.722567. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Liu M, Zhang Y, Cao KX, Yang RG, Xu BY, Zhang WP, Batonon-Alavo DI, Zhang SJ, Sun LH. Increased ingestion of Hydroxy-Methionine by both sows and piglets improves the ability of the progeny to counteract LPS-Induced hepatic and splenic Injury with potential regulation of TLR4 and NOD Signaling. Antioxid (Basel Switzerland) 2022;11(2). [DOI] [PMC free article] [PubMed]
- 23.Ma B, Raza SHA, Pant SD, Gao Z, Zhang F, Wang Z, Hou S, Alkhateeb MA, Al Abdulmonem W, Alharbi YM, et al. The impact of different levels of wheat diets on hepatic oxidative stress, immune response, and lipid metabolism in tibetan sheep (Ovis aries) BMC Vet Res. 2024;20(1):26. doi: 10.1186/s12917-023-03874-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Zhan XA, Li JX, Xu ZR, Zhao RQ. Effects of methionine and betaine supplementation on growth performance, carcase composition and metabolism of lipids in male broilers. Br Poult Sci. 2006;47(5):576–80. doi: 10.1080/00071660600963438. [DOI] [PubMed] [Google Scholar]
- 25.Liang SL, Wei ZH, Wu JJ, Dong XL, Liu JX, Wang DM. Effect of N-acetyl-l-methionine supplementation on lactation performance and plasma variables in mid-lactating dairy cows. J Dairy Sci. 2019;102(6):5182–90. doi: 10.3168/jds.2018-15716. [DOI] [PubMed] [Google Scholar]
- 26.Miao ZQ, Dong YY, Qin X, Yuan JM, Han MM, Zhang KK, Shi SR, Song XY, Zhang JZ, Li JH. Dietary supplementation of methionine mitigates oxidative stress in broilers under high stocking density. Poult Sci. 2021;100(8):101231. doi: 10.1016/j.psj.2021.101231. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Yang X, Zhang H, Pang F, Zhang L, Fu T, Wang L, Liu K, Gao T. Effects of α-lipoic acid on growth performance, antioxidant capacity, and immune function in sheep. J Anim Sci 2023;101. [DOI] [PMC free article] [PubMed]
- 28.Xiao X, Wang Y, Liu W, Ju T, Zhan X. Effects of different methionine sources on production and reproduction performance, egg quality and serum biochemical indices of broiler breeders. Asian-Australasian J Anim Sci. 2017;30(6):828–33. doi: 10.5713/ajas.16.0404. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Tripathi M, Singh BK, Zhou J, Tikno K, Widjaja A, Sandireddy R, Arul K, Abdul Ghani SAB, Bee GGB, Wong KA, et al. Vitamin B(12) and folate decrease inflammation and fibrosis in NASH by preventing syntaxin 17 homocysteinylation. J Hepatol. 2022;77(5):1246–55. doi: 10.1016/j.jhep.2022.06.033. [DOI] [PubMed] [Google Scholar]
- 30.Kdimati S, Mullins CS, Linnebacher M. Cancer-Cell-Derived IgG and Its Potential Role in Tumor Development. International journal of molecular sciences 2021;22(21). [DOI] [PMC free article] [PubMed]
- 31.Zelko IN, Mariani TJ, Folz RJ. Superoxide dismutase multigene family: a comparison of the CuZn-SOD (SOD1), Mn-SOD (SOD2), and EC-SOD (SOD3) gene structures, evolution, and expression. Free Radic Biol Med. 2002;33(3):337–49. doi: 10.1016/S0891-5849(02)00905-X. [DOI] [PubMed] [Google Scholar]
- 32.Bertoni G, Trevisi E. Use of the liver activity index and other metabolic variables in the assessment of metabolic health in dairy herds. Veterinary Clin North Am Food Anim Pract. 2013;29(2):413–31. doi: 10.1016/j.cvfa.2013.04.004. [DOI] [PubMed] [Google Scholar]
- 33.Alijani K, Rezaei J, Rouzbehan YJAFS, Technology. Effect of nano-ZnO, compared to ZnO and Zn-methionine, on performance, nutrient status, rumen fermentation, blood enzymes, ferric reducing antioxidant power and immunoglobulin G in sheep - ScienceDirect. 2020, 267.
- 34.Zhou Z, Trevisi E, Luchini DN, Loor JJ. Differences in liver functionality indexes in peripartal dairy cows fed rumen-protected methionine or choline are associated with performance, oxidative stress status, and plasma amino acid profiles. J Dairy Sci. 2017;100(8):6720–32. doi: 10.3168/jds.2016-12299. [DOI] [PubMed] [Google Scholar]
- 35.Liu L, Amorín R, Moriel P, DiLorenzo N, Lancaster PA, Peñagaricano F. Maternal methionine supplementation during gestation alters alternative splicing and DNA methylation in bovine skeletal muscle. BMC Genomics. 2021;22(1):780. doi: 10.1186/s12864-021-08065-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Qu H, Liu J, Zhang D, Xie R, Wang L, Hong J. Glycolysis in Chronic Liver diseases: mechanistic insights and Therapeutic opportunities. Cells 2023;12(15). [DOI] [PMC free article] [PubMed]
- 37.Nozaki Y, Petersen MC, Zhang D, Vatner DF, Perry RJ, Abulizi A, Haedersdal S, Zhang XM, Butrico GM, Samuel VT, et al. Metabolic control analysis of hepatic glycogen synthesis in vivo. Proc Natl Acad Sci USA. 2020;117(14):8166–76. doi: 10.1073/pnas.1921694117. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Listyarini K, Sumantri C, Rahayu S, Islam MA, Akter SH, Uddin MJ, Gunawan A. Hepatic transcriptome analysis reveals genes, polymorphisms, and molecules related to Lamb Tenderness. Animals: Open Access J MDPI 2023;13(4). [DOI] [PMC free article] [PubMed]
- 39.Ariceta G, Barrios K, Brown BD, Hoppe B, Rosskamp R, Langman CB. Hepatic lactate dehydrogenase A: an RNA interference target for the treatment of all known types of primary Hyperoxaluria. Kidney Int Rep. 2021;6(4):1088–98. doi: 10.1016/j.ekir.2021.01.029. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Lee S, Choi Y, Jeong E, Park J, Kim J, Tanaka M, Choi J. Physiological significance of elevated levels of lactate by exercise training in the brain and body. J Biosci Bioeng. 2023;135(3):167–75. doi: 10.1016/j.jbiosc.2022.12.001. [DOI] [PubMed] [Google Scholar]
- 41.Yamaguchi S, Abe M, Arakaki T, Arasaki O, Shimabukuro M. Prognostic value of Lactate dehydrogenase for Mid-term Mortality in Acute Decompensated Heart failure: a comparison to established biomarkers and brain natriuretic peptide. Heart Lung Circ. 2020;29(9):1318–27. doi: 10.1016/j.hlc.2019.11.013. [DOI] [PubMed] [Google Scholar]
- 42.Ji K, Liang H, Ren M, Ge X, Pan L, Yu H. Nutrient metabolism in the liver and muscle of juvenile blunt snout bream (Megalobrama amblycephala) in response to dietary methionine levels. Sci Rep. 2021;11(1):23843. doi: 10.1038/s41598-021-03084-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Sadegzadeh-Sadat M, Anassori E, Khalilvandi-Behroozyar H, Asri-Rezaei S. The effects of Zinc-Methionine on glucose metabolism and insulin resistance during late pregnancy in ewes. Domest Anim Endocrinol. 2021;77:106647. doi: 10.1016/j.domaniend.2021.106647. [DOI] [PubMed] [Google Scholar]
- 44.Chen NB, Ma Y, Yang T, Lin F, Fu WW, Xu YJ, Li F, Li JY, Gao SX. Tissue expression and predicted protein structures of the bovine ANGPTL3 and association of novel SNPs with growth and meat quality traits. Animal: Int J Anim Bioscience. 2015;9(8):1285–97. doi: 10.1017/S1751731115000658. [DOI] [PubMed] [Google Scholar]
- 45.Rosa-Velazquez M, Pinos-Rodriguez JM, Parker AJ, Relling AE. Maternal supply of a source of omega-3 fatty acids and methionine during late gestation on the offspring’s growth, metabolism, carcass characteristic, and liver’s mRNA expression in sheep. J Anim Sci 2022;100(4). [DOI] [PMC free article] [PubMed]
- 46.Rosa Velazquez M, Batistel F, Pinos Rodriguez JM, Relling AE. Effects of maternal dietary omega-3 polyunsaturated fatty acids and methionine during late gestation on fetal growth, DNA methylation, and mRNA relative expression of genes associated with the inflammatory response, lipid metabolism and DNA methylation in placenta and offspring’s liver in sheep. J Anim Sci Biotechnol. 2020;11(1):111. doi: 10.1186/s40104-020-00513-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Palombo V, Alharthi A, Batistel F, Parys C, Guyader J, Trevisi E, D’Andrea M, Loor JJ. Unique adaptations in neonatal hepatic transcriptome, nutrient signaling, and one-carbon metabolism in response to feeding ethyl cellulose rumen-protected methionine during late-gestation in Holstein cows. BMC Genomics. 2021;22(1):280. doi: 10.1186/s12864-021-07538-w. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Barratt J, Weitz I. Complement factor D as a Strategic Target for regulating the alternative complement pathway. Front Immunol. 2021;12:712572. doi: 10.3389/fimmu.2021.712572. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Yang H, Che D, Gu Y, Cao D. Prognostic and immune-related value of complement C1Q (C1QA, C1QB, and C1QC) in skin cutaneous melanoma. Front Genet. 2022;13:940306. doi: 10.3389/fgene.2022.940306. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Kim HW, Seo SM, Kim JY, Lee JH, Lee HW, Choi YK. C1qa deficiency in mice increases susceptibility to mouse hepatitis virus A59 infection. J Vet Sci. 2021;22(3):e36. doi: 10.4142/jvs.2021.22.e36. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Ji L, Guo W. Single-cell RNA sequencing highlights the roles of C1QB and NKG7 in the pancreatic islet immune microenvironment in type 1 diabetes mellitus. Pharmacol Res. 2023;187:106588. doi: 10.1016/j.phrs.2022.106588. [DOI] [PubMed] [Google Scholar]
- 52.Yao W, Liu H, Xu F, Cai Z, Hang L, Lu M, Zhao Y, Yang C, Zong Y. C1QC is a prognostic biomarker with immune-related value in kidney renal clear cell carcinoma. Front Genet. 2023;14:1109991. doi: 10.3389/fgene.2023.1109991. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.van Leent MMT, Beldman TJ, Toner YC, Lameijer MA, Rother N, Bekkering S, Teunissen AJP, Zhou X, van der Meel R, Malkus J et al. Prosaposin mediates inflammation in atherosclerosis. Science translational medicine 2021;13(584). [DOI] [PMC free article] [PubMed]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The data sets utilized in this article are available on request from the author(1960742393@qq.com). The data presented in this study are openly available in Sequence Read Archive at https://www.ncbi.nlm.nih.gov/sra (accessed on 2 March 2024), reference number PRJNA1081789 and PRJNA1073180.