- Results: A total of clean reads, 446,614 putative transcripts, 4252 known and 72,907 novel lncRNAs were simultaneously obtained, including 92 significant differentially expressed lncRNAs and 722 mRNAs. - Additionally, three lncRNAs (Ccr_lnc142711, Ccr_lnc17214525 and Ccr_lnc14830101) and three mRNAs (Asip, Mitf and Tyr) involved in the melanogenesis pathway were investigated in terms of potential functions in embryogenesis and different tissues.. - Conclusions: The findings broaden our understanding of lncRNAs and skin color genetics, and provide new insight into the mechanisms underlying lncRNA-mediated pigmentation and differentiation in Koi carp.. - Non-coding RNAs (ncRNAs), which are not translated into proteins but play vital roles in various biological processes, are receiving increasing attention [1]. - Ren et al. - Weikard et al. - In the present study, we conducted a high-throughput sequencing strategy to screen expres- sion of lncRNAs and mRNAs in these three skin colors.. - Putative target mRNAs of lncRNAs in cis and trans were pre- dicted, and we selected candidate lncRNAs and mRNAs that are highly likely affect skin pigmentation to con- struct coding/non-coding gene co-expression diagrams.. - Moreover, we also analyzed the Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways to excavate the function roles of genes in the determination of skin color. - Spatial and temporal expression patterns of some lncRNAs and mRNAs involved in the melanogenesis pathway were further analyzed, indicating that these genes have. - Identification of lncRNAs in koi carp skin. - Several fil- tering steps were applied to screen lncRNAs in the transcript list by removing protein-coding transcripts, pseudogenes, and other classes of non-coding RNAs in- cluding ribosomal RNA (rRNA), microRNA (miRNA), transfer ribonucleic acid (tRNA). - Expression profiling of lncRNAs and mRNAs. - The proportion of significantly DE lncRNAs and mRNAs reflects their specific functions, and detailed lists of all genes are provided in Additional file 4.. - Luo et al. - Ten lncRNAs and 13 mRNAs (randomly selected from the 85 mRNAs) were chosen for plotting heatmaps. - Moreover, we identified some differently enriched terms in the three comparisons. - In the KEGG pathway analysis of DE mRNAs, p-value denotes significance, with lower p-values indicating greater significance (the p-value cut-off determining. - WS, while tight junction was more highly enriched in the RS_WS comparisons. - All 206 pathways identified in the three comparisons are presented in Additional file 5.. - Cis and trans role of lncRNAs. - A total of 41,625 interactions were identified for trans actions between 79 lncRNAs and protein-coding genes (Additional file 7). - We also identified some key lncRNAs and target mRNAs related to the melanogenesis pathway (Table 3).. - 2 Differentially expressed genes in the three pairwise comparison groups. - a Volcano plots of all genes in the three pairwise comparisons.. - miR-196a, miR- 125b, miR-200b and miR-206) that influence pigmen- tation and differentiation in the three main skin colors [23]. - 3 a Venn diagram of differentially expressed lncRNAs in the three pairwise comparison groups. - b Venn diagram of differentially expressed mRNAs in the three pairwise comparison groups. - In the current study, 446,614 putative transcripts were obtained, including 4252 known and 72,907 novel lncRNAs, tremendously enriching the pool of lncRNAs correlated with fish skin. - To gain insight into the expression of skin color-related genes in Koi carp, we determined expression profiles, and identified 92 DE lncRNAs and 722 DE mRNAs through pairwise com- parison. - 4 Relative expression levels of genes measured using quantitative real-time PCR (qRT-PCR) and Illumina sequencing (RNA-seq) in the three comparative groups. - Verification by qRT-PCR con- firmed the reliability of the RNA-seq data and the lncRNAs and mRNAs identified. - Notably, Mitf and Wnt3a, both members of the Wnt family, were found to be regulated by lncRNAs both in cis (Ccr_lnc17821911) and in trans (Ccr_lnc125640361, Ccr_lnc1485701 and others) in the melanogenesis pathway. - To gain insight into the functions of some lncRNAs and mRNAs in physiological processes, we further an- alyzed their temporal and spatial expression patterns.. - LncRNAs expressed during blastula and gastrula stages might play important roles in cell fate decisions, Table 2 The top ten KEGG pathways related to differentially expressed mRNAs in the three comparative groups. - 6 Networks analysis of putative interactions between five selected lncRNAs and trans-regulated mRNAs related to the pigmentation process.. - Square and circular nodes represent lncRNAs and protein-coding genes, respectively. - Table 3 LncRNAs and their potential target genes involved in melanogenesis Protein-coding. - By comparing RNA-seq data from three pairwise groups, we identified significant DE lncRNAs and mRNAs, and explored potential cis and trans targets of lncRNAs. - Functional enrichment and lncRNA-mRNA regulatory network analyses revealed novel lncRNAs and mRNAs associated with pigmenta- tion and differences in skin color. - Additionally, temporal and spatial expression patterns of lncRNAs and mRNAs revealed tissue specificity. - The numerous lncRNAs and mRNAs identi- fied, and the accompanying de novo transcriptome data, provide valuable resources for future transcriptome studies investigating functions associated with skin color in fish.. - Fish in the three experimental groups (black, white and red spots in one fish synchronous. - Identification of differentially expressed lncRNAs and mRNAs. - Differential cluster analysis of genes and volcano plotting of differentially expressed lncRNAs and mRNAs were performed using the E Charts platform (http://. - To explore the functions of significant differentially expressed lncRNAs and mRNAs, and the corresponding target genes of differentially expressed lncRNAs, GO term and KEGG pathway enrichment analysis were con- ducted using the DAVID program v6.8 (https://david.. - expression levels of differentially expressed lncRNAs and mRNAs were normalized against glyceraldehydes-3- phosphate dehydrogenase (GAPDH) and β-actin using the 2 -△△Ct method [35]. - Photograph showing the three different skin color types in Koi carp. - Primers used for analysis of differentially expressed genes related to skin color in Koi carp. - Pipeline for analysis of skin color-related lncRNAs by Illumina sequencing.. - Additional file 4: Differentially expressed lncRNAs and mRNAs identified in the three different skin color groups. - Additional file 5: GO term and KEGG pathway enrichment analysis of significant differentially expressed mRNAs in the three skin color groups.. - Additional file 8: Expression profiles of three lncRNAs (A) and three mRNAs (B) involved in the melanogenesis pathway in different tissues of Koi carp. - All raw transcriptome data reported in this article have been deposited in the NCBI and Sequence Read Archive (SRA) databases (https://www.ncbi.nlm.. - Shi XF, Sun M, Yao Y, et al. - Long non-coding RNAs: a new frontier in the study of human diseases. - Volders PJ, Verheggen K, Menschaert G, et al. - Gopalakrishnan K, Kumarasamy S, Mell B, et al. - Tarifeno Saldivia E, Valenzuela Miranda D, Gallardo Escarate C, et al. - In the shadow: the emerging role of long non-coding RNAs in the immune response of Atlantic salmon. - Kaushik K, Leonard VE, Shamsudheen KV, et al. - Ren HX, Wang GF, Zhou P, et al. - Bar I, Kaddar E, Velan A, et al. - Melanocortin receptor 1 and black pigmentation in the Japanese ornamental carp (Cyprinus carpio var. - Liu JH, Wen S, Xiao YM, et al. - Involvement of the Mitfa gene in the development of pigment cell in Japanese ornamental (koi) carp (Cyprinus carpio L. - Manas KM, Deepjyoti B, Nandeesha TL, et al. - Xu P, Zhang X, Sun XW, et al. - Luo MK, Wang LM, Dong ZJ, et al. - Identification and characterization of skin color microRNAs in koi carp (Cyprinus carpio L.) by Illumina sequencing.. - Kimmel CB, Ballard WW, Kimmel SR, et al. - Haas BJ, Papanicolaou A, Yassour M, et al. - Fu LM, Niu BF, Zhu ZW, et al. - Sun L, Zhang Z, Bailey TL, et al. - Finn RD, Tate J, Mistry J, et al. - Shannon P, Markiel A, Ozier O, et al. - 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