Genome-Wide Identification, Function, and Expression Analysis of the ABC Transporter Gene Family in Forest Musk Deer (Moschus berezovskii) Under Musk Secretion Stage
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Genome-Wide Identification of MbABC Family Genes
2.2. Physical and Chemical Properties Analysis of MbABC Proteins
2.3. Phylogenetic Tree Analysis of MbABC Proteins
2.4. Structure Prediction of MbABC Proteins
2.5. Conserved Motifs and Gene Structures Domain Analysis of MbABC Proteins
2.6. Chromosome Localization and Collinearity Analysis of MbABC Proteins
2.7. KEGG and GO Enrichment Analysis of MbABC Proteins
2.8. Protein–Protein Interaction Network Analysis of MbABC Proteins
2.9. Analysis of the Expression of ABCs in Different Stages and Tissues of MbABC Proteins
2.10. RT-qPCR Analysis of MbABC Proteins
3. Results
3.1. Identification and Chromosomal Localization Analysis of MbABC Proteins
3.2. Physicochemical Analysis of MbABC Proteins
3.3. Secondary Structure and Tertiary Structure Models of MbABC Proteins
3.4. Phylogenetic Relationship and Collinearity Analysis of ABC Gene Family
3.5. Gene Structure and Conserved Motif Analysis of MbABC Proteins
3.6. KEGG and GO Enrichment Analysis of MbABC Proteins
3.7. Protein–Protein Interaction Network Analysis of MbABC Proteins
3.8. Expressive Analysis of the of ABCs in Different Stages and Tissues of FMD
3.9. Expression Analysis of MbABC Genes by RT-qPCR
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Caetano-Anollés, D.; Kim, K.M.; Mittenthal, J.E.; Caetano-Anollés, G. Proteome evolution and the metabolic origins of translation and cellular life. J. Mol. Evol. 2011, 72, 14–33. [Google Scholar] [CrossRef]
- Liu, X. ABC Family Transporters. Adv. Exp. Med. Biol. 2019, 1141, 13–100. [Google Scholar] [CrossRef]
- Hollenstein, K.; Frei, D.C.; Locher, K.P. Structure of an ABC transporter in complex with its binding protein. Nature 2007, 446, 213–216. [Google Scholar] [CrossRef]
- Ames, G.F.; Mimura, C.S.; Holbrook, S.R.; Shyamala, V. Traffic ATPases: A superfamily of transport proteins operating from Escherichia coli to humans. Adv. Enzymol. Relat. Areas Mol. Biol. 1992, 65, 1–47. [Google Scholar] [CrossRef]
- Do, T.H.T.; Martinoia, E.; Lee, Y.; Hwang, J.U. 2021 update on ATP-binding cassette (ABC) transporters: How they meet the needs of plants. Plant Physiol. 2021, 187, 1876–1892. [Google Scholar] [CrossRef]
- Hollenstein, K.; Dawson, R.J.; Locher, K.P. Structure and mechanism of ABC transporter proteins. Curr. Opin. Struct. Biol. 2007, 17, 412–418. [Google Scholar] [CrossRef] [PubMed]
- Rees, D.C.; Johnson, E.; Lewinson, O. ABC transporters: The power to change. Nat. Rev. Mol. Cell Biol. 2009, 10, 218–227. [Google Scholar] [CrossRef]
- Merzendorfer, H. Chapter One—ABC Transporters and Their Role in Protecting Insects from Pesticides and Their Metabolites. In Advances in Insect Physiology; Cohen, E., Ed.; Academic Press: Cambridge, MA, USA, 2014; Volume 46, pp. 1–72. [Google Scholar]
- Annilo, T.; Chen, Z.-Q.; Shulenin, S.; Costantino, J.; Thomas, L.; Lou, H.; Stefanov, S.; Dean, M. Evolution of the vertebrate ABC gene family: Analysis of gene birth and death. Genomics 2006, 88, 1–11. [Google Scholar] [CrossRef] [PubMed]
- Lane, T.S.; Rempe, C.S.; Davitt, J.; Staton, M.E.; Peng, Y.; Soltis, D.E.; Melkonian, M.; Deyholos, M.; Leebens-Mack, J.H.; Chase, M.; et al. Diversity of ABC transporter genes across the plant kingdom and their potential utility in biotechnology. BMC Biotechnol. 2016, 16, 47. [Google Scholar] [CrossRef]
- Dean, M.; Rzhetsky, A.; Allikmets, R. The human ATP-binding cassette (ABC) transporter superfamily. Genome Res. 2001, 11, 1156–1166. [Google Scholar] [CrossRef] [PubMed]
- Popovic, M.; Zaja, R.; Loncar, J.; Smital, T. A novel ABC transporter: The first insight into zebrafish (Danio rerio) ABCH1. Mar. Environ. Res. 2010, 69, S11–S13. [Google Scholar] [CrossRef]
- Albrecht, C.; Viturro, E. The ABCA subfamily—Gene and protein structures, functions and associated hereditary diseases. Pflügers Arch.-Eur. J. Physiol. 2007, 453, 581–589. [Google Scholar] [CrossRef]
- Choudhuri, S.; Klaassen, C.D. Structure, function, expression, genomic organization, and single nucleotide polymorphisms of human ABCB1 (MDR1), ABCC (MRP), and ABCG2 (BCRP) efflux transporters. Int. J. Toxicol. 2006, 25, 231–259. [Google Scholar] [CrossRef]
- Keppler, D. Multidrug resistance proteins (MRPs, ABCCs): Importance for pathophysiology and drug therapy. In Handbook of Experimental Pharmacology; Springer: Berlin/Heidelberg, Germany, 2011; pp. 299–323. [Google Scholar] [CrossRef]
- De Marcos Lousa, C.; van Roermund, C.W.T.; Postis, V.L.G.; Dietrich, D.; Kerr, I.D.; Wanders, R.J.A.; Baldwin, S.A.; Baker, A.; Theodoulou, F.L. Intrinsic acyl-CoA thioesterase activity of a peroxisomal ATP binding cassette transporter is required for transport and metabolism of fatty acids. Proc. Natl. Acad. Sci. USA 2013, 110, 1279–1284. [Google Scholar] [CrossRef]
- Tyzack, J.K.; Wang, X.; Belsham, G.J.; Proud, C.G. ABC50 Interacts with Eukaryotic Initiation Factor 2 and Associates with the Ribosome in an ATP-dependent Manner. J. Biol. Chem. 2000, 275, 34131–34139. [Google Scholar] [CrossRef] [PubMed]
- Kusuhara, H.; Sugiyama, Y. ATP-binding cassette, subfamily G (ABCG family). Pflugers Arch. 2007, 453, 735–744. [Google Scholar] [CrossRef] [PubMed]
- Berge, K.E.; Tian, H.; Graf, G.A.; Yu, L.; Grishin, N.V.; Schultz, J.; Kwiterovich, P.; Shan, B.; Barnes, R.; Hobbs, H.H. Accumulation of Dietary Cholesterol in Sitosterolemia Caused by Mutations in Adjacent ABC Transporters. Science 2000, 290, 1771–1775. [Google Scholar] [CrossRef] [PubMed]
- Wang, Y.; Yang, P.; Chen, T.; Hu, J.; An, X.; Yao, C.; Xu, L.; Xu, Y.; Liu, S. Analysis and comparison of blood metabolome of forest musk deer in musk secretion and non-secretion periods. Sci. Rep. 2024, 14, 16980. [Google Scholar] [CrossRef]
- He, L.; Wang, W.-X.; Li, L.-H.; Liu, B.-Q.; Liu, G.; Liu, S.-Q.; Qi, L.; Hu, D.-F. Effects of crowding and sex on fecal cortisol levels of captive forest musk deer. Biol. Res. 2014, 47, 48. [Google Scholar] [CrossRef]
- Liu, K.; Xie, L.; Deng, M.; Zhang, X.; Luo, J.; Li, X. Zoology, chemical composition, pharmacology, quality control and future perspective of Musk (Moschus): A review. Chin. Med. 2021, 16, 46. [Google Scholar] [CrossRef]
- Li, D.; Chen, B.; Zhang, L.; Gaur, U.; Ma, T.; Jie, H.; Zhao, G.; Wu, N.; Xu, Z.; Xu, H.; et al. The musk chemical composition and microbiota of Chinese forest musk deer males. Sci. Rep. 2016, 6, 18975. [Google Scholar] [CrossRef]
- Sokolov, V.E.; Kagan, M.Z.; Vasilieva, V.S.; Prihodko, V.I.; Zinkevich, E.P. Musk deer (Moschus moschiferus): Reinvestigation of main lipid components from preputial gland secretion. J. Chem. Ecol. 1987, 13, 71–83. [Google Scholar] [CrossRef]
- Ruzicka, L. Zur Kenntnis des Kohlenstoffringes VII. Über die Konstitution des Muscons. Helv. Chim. Acta 1926, 9, 715–729. [Google Scholar] [CrossRef]
- Yang, Q.; Meng, X.; Xia, L.; Feng, Z. Conservation status and causes of decline of musk deer (Moschus spp.) in China. Biol. Conserv. 2003, 109, 333–342. [Google Scholar] [CrossRef]
- Shrestha, M.N. Animal welfare in the musk deer. Appl. Anim. Behav. Sci. 1998, 59, 245–250. [Google Scholar] [CrossRef]
- Wang, Y.-L.; Ha, C.-Y. Research progress on musk and artificial propagation technique of forest musk deer. China J. Chin. Mater. Medica 2018, 43, 3806–3810. [Google Scholar] [CrossRef]
- Ren, J.; Chung-Davidson, Y.W.; Yeh, C.Y.; Scott, C.; Brown, T.; Li, W. Genome-wide analysis of the ATP-binding cassette (ABC) transporter gene family in sea lamprey and Japanese lamprey. BMC Genom. 2015, 16, 436. [Google Scholar] [CrossRef] [PubMed]
- Liu, S.; Li, Q.; Liu, Z. Genome-wide identification, characterization and phylogenetic analysis of 50 catfish ATP-binding cassette (ABC) transporter genes. PLoS ONE 2013, 8, e63895. [Google Scholar] [CrossRef] [PubMed]
- Schriml, L.M.; Dean, M. Identification of 18 mouse ABC genes and characterization of the ABC superfamily in Mus musculus. Genomics 2000, 64, 24–31. [Google Scholar] [CrossRef] [PubMed]
- Almén, M.S.; Nordström, K.J.V.; Fredriksson, R.; Schiöth, H.B. Mapping the human membrane proteome: A majority of the human membrane proteins can be classified according to function and evolutionary origin. BMC Biol. 2009, 7, 50. [Google Scholar] [CrossRef]
- Ye, A.Y.; Liu, Q.-R.; Li, C.-Y.; Zhao, M.; Qu, H. Human Transporter Database: Comprehensive Knowledge and Discovery Tools in the Human Transporter Genes. PLoS ONE 2014, 9, e88883. [Google Scholar] [CrossRef]
- Liu, C.; Hong, T.; Yu, L.; Chen, Y.; Dong, X.; Ren, Z. Single-nucleus multiomics unravels the genetic mechanisms underlying musk secretion in Chinese forest musk deer (Moschus berezovskii). Int. J. Biol. Macromol. 2024, 279, 135050. [Google Scholar] [CrossRef]
- Mistry, J.; Chuguransky, S.; Williams, L.; Qureshi, M.; Salazar, G.A.; Sonnhammer, E.L.L.; Tosatto, S.C.E.; Paladin, L.; Raj, S.; Richardson, L.J.; et al. Pfam: The protein families database in 2021. Nucleic Acids Res. 2020, 49, D412–D419. [Google Scholar] [CrossRef]
- Chen, C.; Wu, Y.; Li, J.; Wang, X.; Zeng, Z.; Xu, J.; Liu, Y.; Feng, J.; Chen, H.; He, Y.; et al. TBtools-II: A “one for all, all for one” bioinformatics platform for biological big-data mining. Mol. Plant 2023, 16, 1733–1742. [Google Scholar] [CrossRef]
- Wang, J.; Chitsaz, F.; Derbyshire, M.K.; Gonzales, N.R.; Gwadz, M.; Lu, S.; Marchler, G.H.; Song, J.S.; Thanki, N.; Yamashita, R.A.; et al. The conserved domain database in 2023. Nucleic Acids Res. 2023, 51, D384–D388. [Google Scholar] [CrossRef]
- Schultz, J.; Milpetz, F.; Bork, P.; Ponting, C.P. SMART, a simple modular architecture research tool: Identification of signaling domains. Proc. Natl. Acad. Sci. USA 1998, 95, 5857–5864. [Google Scholar] [CrossRef] [PubMed]
- Waterhouse, A.; Bertoni, M.; Bienert, S.; Studer, G.; Tauriello, G.; Gumienny, R.; Heer, F.T.; de Beer, T.A.P.; Rempfer, C.; Bordoli, L.; et al. SWISS-MODEL: Homology modelling of protein structures and complexes. Nucleic Acids Res. 2018, 46, W296–W303. [Google Scholar] [CrossRef] [PubMed]
- Livak, K.J.; Schmittgen, T.D. Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods 2001, 25, 402–408. [Google Scholar] [CrossRef]
- Wu, C.; Chakrabarty, S.; Jin, M.; Liu, K.; Xiao, Y. Insect ATP-Binding Cassette (ABC) Transporters: Roles in Xenobiotic Detoxification and Bt Insecticidal Activity. Int. J. Mol. Sci. 2019, 20, 2829. [Google Scholar] [CrossRef] [PubMed]
- Sheps, J.A.; Ralph, S.; Zhao, Z.; Baillie, D.L.; Ling, V. The ABC transporter gene family of Caenorhabditis elegans has implications for the evolutionary dynamics of multidrug resistance in eukaryotes. Genome Biol. 2004, 5, R15. [Google Scholar] [CrossRef]
- Verrier, P.J.; Bird, D.; Buria, B.; Dassa, E.; Forestier, C.; Geisler, M.; Klein, M.; Kolukisaoglu, Ü.; Lee, Y.; Martinoia, E.; et al. Plant ABC proteins—A unified nomenclature and updated inventory. Trends Plant Sci. 2008, 13, 151–159. [Google Scholar] [CrossRef]
- Dean, M.; Annilo, T. Evolution of the ATP-binding cassette (ABC) transporter superfamily in vertebrates. Annu. Rev. Genom. Hum. Genet. 2005, 6, 123–142. [Google Scholar] [CrossRef]
- Roth, C.W.; Holm, I.; Graille, M.; Dehoux, P.; Rzhetsky, A.; Wincker, P.; Weissenbach, J.; Brey, P.T. Identification of the Anopheles gambiae ATP-binding cassette transporter superfamily genes. Mol. Cells 2003, 15, 150–158. [Google Scholar] [CrossRef]
- Sturm, A.; Cunningham, P.; Dean, M. The ABC transporter gene family of Daphnia pulex. BMC Genom. 2009, 10, 170. [Google Scholar] [CrossRef] [PubMed]
- Anjard, C.; Loomis, W.F. Evolutionary analyses of ABC transporters of Dictyostelium discoideum. Eukaryot. Cell 2002, 1, 643–652. [Google Scholar] [CrossRef]
- Kerr, I.D. Sequence analysis of twin ATP binding cassette proteins involved in translational control, antibiotic resistance, and ribonuclease L inhibition. Biochem. Biophys. Res. Commun. 2004, 315, 166–173. [Google Scholar] [CrossRef] [PubMed]
- Moitra, K.; Scally, M.; McGee, K.; Lancaster, G.; Gold, B.; Dean, M. Molecular evolutionary analysis of ABCB5: The ancestral gene is a full transporter with potentially deleterious single nucleotide polymorphisms. PLoS ONE 2011, 6, e16318. [Google Scholar] [CrossRef] [PubMed]
- Lu, H.; Zhou, Q.; He, J.; Jiang, Z.; Peng, C.; Tong, R.; Shi, J. Recent advances in the development of protein-protein interactions modulators: Mechanisms and clinical trials. Signal Transduct. Target. Ther. 2020, 5, 213. [Google Scholar] [CrossRef]
- Feng, Y.; Sun, Q.; Zhang, G.; Wu, T.; Zhang, X.; Xu, X.; Han, Z.; Wang, Y. Genome-Wide Identification and Characterization of ABC Transporters in Nine Rosaceae Species Identifying MdABCG28 as a Possible Cytokinin Transporter linked to Dwarfing. Int. J. Mol. Sci. 2019, 20, 5783. [Google Scholar] [CrossRef]
- Sylvia, C.; Sun, J.; Zhang, Y.; Ntini, C.; Ogutu, C.; Zhao, Y.; Han, Y. Genome-Wide Analysis of ATP Binding Cassette (ABC) Transporters in Peach (Prunus persica) and Identification of a Gene PpABCC1 Involved in Anthocyanin Accumulation. Int. J. Mol. Sci. 2023, 24, 1931. [Google Scholar] [CrossRef]
- Theodoulou, F.L.; Kerr, I.D. ABC transporter research: Going strong 40 years on. Biochem. Soc. Trans. 2015, 43, 1033–1040. [Google Scholar] [CrossRef]
- Pasello, M.; Giudice, A.M.; Scotlandi, K. The ABC subfamily A transporters: Multifaceted players with incipient potentialities in cancer. Semin. Cancer Biol. 2020, 60, 57–71. [Google Scholar] [CrossRef] [PubMed]
- Strauss, A.S.; Wang, D.; Stock, M.; Gretscher, R.R.; Groth, M.; Boland, W.; Burse, A. Tissue-specific transcript profiling for ABC transporters in the sequestering larvae of the phytophagous leaf beetle Chrysomela populi. PLoS ONE 2014, 9, e98637. [Google Scholar] [CrossRef] [PubMed]
- Oram, J.F.; Lawn, R.M. ABCA1. The gatekeeper for eliminating excess tissue cholesterol. J. Lipid Res. 2001, 42, 1173–1179. [Google Scholar] [CrossRef]
- Tang, C.; Liu, Y.; Kessler, P.S.; Vaughan, A.M.; Oram, J.F. The macrophage cholesterol exporter ABCA1 functions as an anti-inflammatory receptor. J. Biol. Chem. 2009, 284, 32336–32343. [Google Scholar] [CrossRef]
- Yvan-Charvet, L.; Wang, N.; Tall, A.R. Role of HDL, ABCA1, and ABCG1 transporters in cholesterol efflux and immune responses. Arterioscler. Thromb. Vasc. Biol. 2010, 30, 139–143. [Google Scholar] [CrossRef] [PubMed]
- Sun, H.; Smallwood, P.M.; Nathans, J. Biochemical defects in ABCR protein variants associated with human retinopathies. Nat. Genet. 2000, 26, 242–246. [Google Scholar] [CrossRef]
- Tsybovsky, Y.; Molday, R.S.; Palczewski, K. The ATP-binding cassette transporter ABCA4: Structural and functional properties and role in retinal disease. Adv. Exp. Med. Biol. 2010, 703, 105–125. [Google Scholar] [CrossRef]
- Helias, V.; Saison, C.; Ballif, B.A.; Peyrard, T.; Takahashi, J.; Takahashi, H.; Tanaka, M.; Deybach, J.C.; Puy, H.; Le Gall, M.; et al. ABCB6 is dispensable for erythropoiesis and specifies the new blood group system Langereis. Nat. Genet. 2012, 44, 170–173. [Google Scholar] [CrossRef]
- Krishnamurthy, P.C.; Du, G.; Fukuda, Y.; Sun, D.; Sampath, J.; Mercer, K.E.; Wang, J.; Sosa-Pineda, B.; Murti, K.G.; Schuetz, J.D. Identification of a mammalian mitochondrial porphyrin transporter. Nature 2006, 443, 586–589. [Google Scholar] [CrossRef]
- Tarr, P.T.; Edwards, P.A. ABCG1 and ABCG4 are coexpressed in neurons and astrocytes of the CNS and regulate cholesterol homeostasis through SREBP-2. J. Lipid Res. 2008, 49, 169–182. [Google Scholar] [CrossRef]
- Yang, J.; Peng, G.; Shu, F.; Dong, D.; Zheng, X.; Zhu, C.; Li, X.; Ma, J.; Pan, C.; Yang, F.; et al. Characteristics of steroidogenesis-related factors in the musk gland of Chinese forest musk deer (Moschus berezovskii). J. Steroid Biochem. Mol. Biol. 2021, 212, 105916. [Google Scholar] [CrossRef]
- Ashburner, M.; Ball, C.A.; Blake, J.A.; Botstein, D.; Butler, H.; Cherry, J.M.; Davis, A.P.; Dolinski, K.; Dwight, S.S.; Eppig, J.T.; et al. Gene ontology: Tool for the unification of biology. Nat. Genet. 2000, 25, 25–29. [Google Scholar] [CrossRef] [PubMed]
- Chen, S.; Zhou, Y.; Chen, Y.; Gu, J. Fastp: An ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 2018, 34, i884–i890. [Google Scholar] [CrossRef] [PubMed]
- Kanehisa, M.; Goto, S. KEGG: Kyoto Encyclopedia of Genes and Genomes. Nucleic Acids Res. 2000, 28, 27–30. [Google Scholar] [CrossRef] [PubMed]
- Kim, D.; Langmead, B.; Salzberg, S.L. HISAT: A fast spliced aligner with low memory requirements. Nat. Methods 2015, 12, 357–360. [Google Scholar] [CrossRef]
- Scholes, A.; Lewis, J.A. Comparison of RNA isolation methods on RNA-Seq: Implications for differential expression and meta-analyses. BMC Genom. 2020, 21, 249. [Google Scholar] [CrossRef]
- Darzi, Y.; Letunic, I.; Bork, P.; Yamada, T. iPath3.0: Interactive pathways explorer v3. Nucleic Acids Res. 2018, 46, W510–W513. [Google Scholar] [CrossRef]
- Ura, H.; Togi, S.; Niida, Y. A comparison of mRNA sequencing (RNA-Seq) library preparation methods for transcriptome analysis. BMC Genom. 2022, 23, 303. [Google Scholar] [CrossRef]
- Love, M.I.; Huber, W.; Anders, S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014, 15, 550. [Google Scholar] [CrossRef]
- Pertea, M.; Pertea, G.M.; Antonescu, C.M.; Chang, T.-C.; Mendell, J.T.; Salzberg, S.L. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat. Biotechnol. 2015, 33, 290–295. [Google Scholar] [CrossRef] [PubMed]
- Modi, A.; Vai, S.; Caramelli, D.; Lari, M. The Illumina Sequencing Protocol and the NovaSeq 6000 System. In Bacterial Pangenomics; Methods in Molecular Biology; Humana: New York, NY, USA, 2021; Volume 2242, pp. 15–42. [Google Scholar] [CrossRef]
- Subramanian, A.; Tamayo, P.; Mootha, V.K.; Mukherjee, S.; Ebert, B.L.; Gillette, M.A.; Paulovich, A.; Pomeroy, S.L.; Golub, T.R.; Lander, E.S.; et al. Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles. Proc. Natl. Acad. Sci. USA 2005, 102, 15545–15550. [Google Scholar] [CrossRef]
- von Mering, C.; Huynen, M.; Jaeggi, D.; Schmidt, S.; Bork, P.; Snel, B. STRING: A database of predicted functional associations between proteins. Nucleic Acids Res. 2003, 31, 258–261. [Google Scholar] [CrossRef]
- Soneson, C.; Love, M.I.; Robinson, M.D. Differential analyses for RNA-seq: Transcript-level estimates improve gene-level inferences. F1000Research 2016, 4, 1521. [Google Scholar] [CrossRef] [PubMed]
- Liu, X.; Zhao, J.; Xue, L.; Zhao, T.; Ding, W.; Han, Y.; Ye, H. A Comparison of Transcriptome Analysis Methods with Reference Genome. BMC Genom. 2022, 23, 232. [Google Scholar] [CrossRef]
- Conesa, A.; Madrigal, P.; Tarazona, S.; Gomez-Cabrero, D.; Cervera, A.; McPherson, A.; Szcześniak, M.W.; Gaffney, D.J.; Elo, L.L.; Zhang, X.; et al. A survey of best practices for RNA-seq data analysis. Genome Biol. 2016, 17, 13. [Google Scholar] [CrossRef]
- Chung, M.; Bruno, V.M.; Rasko, D.A.; Cuomo, C.A.; Muñoz, J.F.; Livny, J.; Shetty, A.C.; Mahurkar, A.; Hotopp, J.C.D. Best practices on the differential expression analysis of multi-species RNA-seq. Genome Biol. 2021, 22, 121. [Google Scholar] [CrossRef] [PubMed]











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Ren, Y.-Y.; Zhou, X.-Z.; Ma, J.-F.; Jiang, X.-M.; Dan, F.; Liao, D.-D.; Yao, C.-X.; Zheng, C.-L.; Qi, W.-H. Genome-Wide Identification, Function, and Expression Analysis of the ABC Transporter Gene Family in Forest Musk Deer (Moschus berezovskii) Under Musk Secretion Stage. Animals 2025, 15, 3630. https://doi.org/10.3390/ani15243630
Ren Y-Y, Zhou X-Z, Ma J-F, Jiang X-M, Dan F, Liao D-D, Yao C-X, Zheng C-L, Qi W-H. Genome-Wide Identification, Function, and Expression Analysis of the ABC Transporter Gene Family in Forest Musk Deer (Moschus berezovskii) Under Musk Secretion Stage. Animals. 2025; 15(24):3630. https://doi.org/10.3390/ani15243630
Chicago/Turabian StyleRen, Ying-Ying, Xuan-Ze Zhou, Jin-Fang Ma, Xue-Mei Jiang, Fang Dan, Dan-Dan Liao, Cong-Xue Yao, Cheng-Li Zheng, and Wen-Hua Qi. 2025. "Genome-Wide Identification, Function, and Expression Analysis of the ABC Transporter Gene Family in Forest Musk Deer (Moschus berezovskii) Under Musk Secretion Stage" Animals 15, no. 24: 3630. https://doi.org/10.3390/ani15243630
APA StyleRen, Y.-Y., Zhou, X.-Z., Ma, J.-F., Jiang, X.-M., Dan, F., Liao, D.-D., Yao, C.-X., Zheng, C.-L., & Qi, W.-H. (2025). Genome-Wide Identification, Function, and Expression Analysis of the ABC Transporter Gene Family in Forest Musk Deer (Moschus berezovskii) Under Musk Secretion Stage. Animals, 15(24), 3630. https://doi.org/10.3390/ani15243630

