Scientia Agricultura Sinica ›› 2026, Vol. 59 ›› Issue (18): 4163-4182.doi: 10.3864/j.issn.0578-1752.2026.18.016

• ANIMAL SCIENCE·VETERINARY SCIENCE • Previous Articles     Next Articles

Identification and Functional Analysis of Adipose Tissue Related Long Noncoding RNAs in Response to Cold Stress in Pigs

XU HaoNan1(), YAO Lei1, PENG Cheng1, JIN LinYu1, CAO GuoQing1,2, LU Chang1,2(), LI BuGao1,2()   

  1. 1 College of Animal Science, Shanxi Agricultural University, Taigu 030801, Shanxi
    2 Shanxi Provincial Key Laboratory of Livestock and Poultry Genetic Resources Exploration and Biotechnology Breeding, Taigu 030801, Shanxi
  • Received:2025-12-29 Accepted:2026-07-05 Online:2026-09-16 Published:2026-09-20
  • Contact: LU Chang, LI BuGao

Abstract:

【Objective】Long non-coding RNAs (lncRNAs) are a class of RNA molecules with a length exceeding 200 nucleotides that generally do not encode proteins, and they play important regulatory roles in cold stress-induced adipose thermogenesis. This study aimed to analyze the transcriptomic data of subcutaneous adipose tissue from Tibetan pigs and Bama pigs to identify lncRNAs involved in regulating adipose metabolism under cold stress, thereby laying a foundation for further elucidation of the mechanisms underlying adipose thermogenesis in response to cold stress.【Method】Five-week-old Tibetan and Bama pigs (n = 8 per breed) were assigned to room temperature or 4 ℃ groups (four biological replicates per group). After 4 h, subcutaneous adipose tissue was collected for RNA-seq. Based on the sequencing data, lncRNAs and mRNAs were identified, and differential expression analysis was performed to compare cold stress responses between the two breeds. Target genes of differentially expressed lncRNAs were predicted via cis-regulation, followed by GO/KEGG enrichment analysis using DAVID. WGCNA was used to screen cold stress-related modules and construct co-expression networks of lncRNAs and mRNAs. Finally, RT-qPCR was performed to validate the transcriptome data of differentially expressed lncRNAs.【Result】A total of 2 988 lncRNAs were identified in the subcutaneous adipose tissue of Tibetan pigs and Bama pigs. These lncRNAs generally exhibited short transcript lengths and a small number of exons. Among them, 1 939 lncRNAs were expressed in at least one sample. Following cold stress treatment, 88 and 10 differentially expressed lncRNAs, as well as 360 and 88 differentially expressed mRNAs, were identified in the subcutaneous adipose tissue of Tibetan pigs and Bama pigs, respectively. Enrichment analysis indicated that the differentially expressed mRNAs were mainly enriched in biological processes such as HPV infection, fatty acid metabolism, and antiviral infection, as well as signaling pathways including the phosphatidylinositol 3-kinase-protein kinase B (PI3K-Akt) pathway, the peroxisome proliferator-activated receptor (PPAR) signaling pathway, and the Ras-related protein 1 (Rap1) signaling pathway. Furthermore, pairs of cis-regulated lncRNAs and protein-coding genes were screened. Among these, 108 lncRNAs were located within 10 kb upstream or downstream of 83 protein-coding genes, and 216 differentially expressed lncRNAs were located within 100 kb upstream or downstream of 289 differentially expressed genes. Finally, a co-expression network of lncRNAs and protein-coding genes was constructed using WGCNA, identifying 18 modules. Among these, the yellow module was associated with the cold stress phenotype. Key lncRNAs within this module, such as MSTRG.8042.2 and MSTRG.8043.2, showed significant associations with core lipid metabolism-related genes. It is speculated that these lncRNAs may serve as key regulatory molecules under cold stress, participating coordinately in the host's cold defense and lipid metabolism regulation. The RT-qPCR results confirmed the reliability of the transcriptome data.【Conclusion】This study identified key lncRNAs including MSTRG.8042.2 and MSTRG.8043.2 that affect cold resistance of hosts under cold stress. The results provide a reference for deciphering the molecular mechanism regulating fat metabolism upon cold stress, and offer a novel perspective for elucidating the cold adaptation mechanism in local pig breeds.

Key words: Tibetan pig, Bama pig, adipocyte, lncRNA, WGCNA

Table 1

The primer information for RT-q PCR"

引物名称 Name 正向序列(5′→3′) Forward sequence (5′→3′) 反向序列(5′→3′) Reverse sequence (5′→3′)
MSTRG.8042.2 CTCAGAACCGTGACAAGCAC AAAAGGCAACCCAAACTATG
MSTRG.11528.4 TGACAGTTTTCATTTTTGCACAGG GATTGAGAGGGAGGCATGGT
MSTRG.18052.2 ACCCTTAGCAATTCCCCAGAAA TTGTGCCTAGTCCCATCCCA
MSTRG.17619.1 GTCTTCCGAGTTGACTTGCG GGTGGTAAACCTCCTGTCCTT
MSTRG.21051.1 GTGCTAGGGACTACGCTAAA TACTGACACTGCCTGGTTTT
MSTRG.29467.1 TGATGCGTCCTGTTGTTGTTA AAGGTCCTTCCTGGCGGTAT
MSTRG.13108.1 GACACAACTTTGAACGGCTGCTG TGTCTAGTGCCCACTGCCTCTG
MSTRG.16773.1 GCTGGTTGCCGTGGTATTAGGAG CTGGGGTTGCACACTGTGACTG
MSTRG.30235.1 AGCAGAAGGGACAGCAGTTC GGCATTTGGGTCCTGAGTCA
MSTRG.28076.1 GGCAGAACCGTCCTGTGTAA GAGCCCACAGAGAAGCAGTT
MSTRG.5773.1 CCCGCTGCCTGTCAGAACTTAAC CTGAGCCACAGCAGTGCCAAC
MSTRG.16446.1 AAGATGCTGGGCTTGCGTTCG GCTTATCCTGGGAGTGGGTGAAAC
18S ATAAACGATGCCGACTGGCGAT CAATCTGTCAATCCTGTCCGTGT

Table 2

Sequencing data quality and read mapping rates in Tibetan and Bama pigs under cold stress and ambient temperature"

样本
Sample
原始序列
Raw reads
过滤后序列
Clean reads
Q20 (%) Q30 (%) GC含量
GC content (%)
总比对读段数
Total mapped reads
比对率
Mapping rate (%)
RT-BP1 30185424 28999302 96.40 91.99 50.30 56438442 97.31
RT-BP2 35519152 34202834 96.74 92.66 53.18 66688686 97.49
RT-BP3 28269765 27186784 96.34 91.85 50.84 52758673 97.03
RT-BP4 76021644 73196894 96.44 92.07 50.88 142206926 97.14
CE-BP1 30999664 30110740 96.97 92.57 49.82 58324503 96.85
CE-BP2 52997869 51281880 97.18 93.66 50.48 99804795 97.31
CE-BP3 38625198 37216482 96.58 92.38 49.03 72229748 97.04
CE-BP4 37319742 36246998 96.83 92.29 48.78 70079946 96.67
RT-TP1 33101118 32221914 97.10 92.86 50.09 62284960 96.65
RT-TP2 33578474 32502744 96.95 92.54 50.20 62814803 96.63
RT-TP3 31672459 30623374 96.98 92.59 49.52 59390972 96.97
RT-TP4 39844729 38634408 96.90 92.42 49.93 75198012 97.32
CE-TP1 33560307 32569774 96.92 92.47 48.63 63276557 97.14
CE-TP2 39952519 38745691 97.13 92.91 49.76 74903170 96.66
CE-TP3 33682639 32838333 97.07 92.80 49.17 63666960 96.94
CE-TP4 36206426 35228347 97.16 92.97 50.03 68180943 96.77

Fig. 1

Screening, identification, expression and classification of lncRNAs in adipose tissue of Tibetan and Bama pigs A: Identification of lncRNAs in adipose tissue of Tibetan and Bama pigs; B: Expression levels of lncRNAs; C: Distribution of three types of lncRNAs"

Fig. 2

Characterization of lncRNAs A: Length distribution of lncRNAs; B: Exon number distribution of lncRNAs; C: Length distribution of mRNAs; D: Exon number distribution of mRNAs; E: lncRNA expression abundance in Tibetan pigs (TP) and Bama pigs (BP) under cold exposure (CE) and room temperature (RT)"

Fig. 3

Changes in lncRNA and gene expression in two pig breeds under cold exposure and room temperature conditions A: Expression and significance distribution of adipose tissue-related lncRNAs in Tibetan pigs and Bama pigs; B: Expression and significance distribution of adipose tissue-related genes in Tibetan pigs and Bama pigs"

Fig. 4

GO enrichment analysis of differentially expressed genes (DEGs) in four comparison groups A:CE-BP vs RT-BP;B:CE-TP vs RT-TP;C:CE-TP vs CE-BP;D:RT-TP vs RT-BP"

Fig. 5

KEGG pathway enrichment analysis of differentially expressed genes in four comparison groups A:CE-BP vs RT-BP;B:CE-TP vs RT-TP;C:CE-TP vs CE-BP;D:RT-TP vs RT-BP"

Table 3

Cis-regulatory prediction of lncRNAs within 10 kb and 100 kb regions"

长链非编码RNA
lncRNAs
编码基因
Coding genes
差异表达的长链非编码RNA
DElncRNAs
差异表达
基因
DEGs
长链非编码RNA-
编码基因对
lncRNA-coding gene pairs
差异表达的长链非编码RNA-
差异表达基因对
DElncRNA-DEGs pairs
100 kb 1 756 5 608 216 289 7 610 120
10 kb 822 1014 108 83 1 142 43

Fig. 6

GO and KEGG enrichment of target genes at different cis-regulatory distances A: GO enrichment of target genes within 100 kb; B: KEGG enrichment of target genes within 100 kb; C: GO enrichment of target genes within 10 kb; D: KEGG enrichment of target genes within 10 kb"

Fig. 7

Heatmap of correlations between WGCNA co-expression modules and traits (Breed and Treatment)"

Fig. 8

Co-expression network of core lncRNAs and genes in cold stress-related modules"

Fig. 9

qRT-PCR results of lncRNAs *P<0.05;** P<0.01;ns P≥0.05"

Table 4

Differentially expressed lncRNAs in adipose tissue"

lncRNA P value log2 FC Regulated 长度Length (bp)
MSTRG.8042 1.95E-03 3.502042800 up 1433
MSTRG.11528 5.32E-07 1.372503374 up 2364
MSTRG.18052 4.02E-09 1.940246198 up 8424
MSTRG.29467 1.80E-06 2.766504025 up 804
MSTRG.17304 3.80E-05 2.104264713 up 613
MSTRG.17619 9.56E-27 5.166865949 up 552
MSTRG.13108 7.63E-04 -1.882138759 down 571
MSTRG.16773 2.29E-03 -2.687542429 down 767
MSTRG.30235 2.04E-03 -6.41432807 down 299
MSTRG.28076 3.97E-06 -1.759364017 down 1335
MSTRG.5773 1.27E-03 -1.331161095 down 447
MSTRG.16446 2.56E-03 -1.046772722 down 767
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