Abstract
Vigna mungo, a highly consumed crop in the pan-Asian countries, is vulnerable to several biotic and abiotic stresses. Understanding the post-transcriptional gene regulatory cascades, especially alternative splicing (AS), may underpin large-scale genetic improvements to develop stress-resilient varieties. Herein, a transcriptome based approach was undertaken to decipher the genome-wide AS landscape and splicing dynamics in order to establish the intricacies of their functional interactions in various tissues and stresses. RNA sequencing followed by high-throughput computational analyses identified 54,526 AS events involving 15,506 AS genes that generated 57,405 transcripts isoforms. Enrichment analysis revealed their involvement in diverse regulatory functions and demonstrated that transcription factors are splicing-intensive, splice variants of which are expressed differentially across tissues and environmental cues. Increased expression of a splicing regulator NHP2L1/SNU13 was found to co-occur with lower intron retention events. The host transcriptome is significantly impacted by differential isoform expression of 1172 and 765 AS genes that resulted in 1227 (46.8% up and 53.2% downregulated) and 831 (47.5% up and 52.5% downregulated) transcript isoforms under viral pathogenesis and Fe2+ stressed condition, respectively. However, genes experiencing AS operate differently from the differentially expressed genes, suggesting AS is a unique and independent mode of regulatory mechanism. Therefore, it can be inferred that AS mediates a crucial regulatory role across tissues and stressful situations and the results would provide an invaluable resource for future endeavours in V. mungo genomics.
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig1_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig2_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig3_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig4_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig5_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig6_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig7_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig8_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig9_HTML.png)
![](https://cdn.statically.io/img/media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_Fig10_HTML.png)
Similar content being viewed by others
Data availability
The datasets generated and/or analyzed during the current study are available in the NCBI-SRA repository under BioProject Accession numbers—PRJNA283940, PRJNA288413, PRJNA604405 and PRJNA684773.
References
Afgan E, Baker D, Batut B, Van Den Beek M, Bouvier D, Čech M, Chilton J, Clements D, Coraor N, Grüning BA (2018) The Galaxy platform for accessible, reproducible and collaborative biomedical analyses: 2018 update. Nucleic Acids Res 46:W537–W544
Akerman M, Mandel-Gutfreund Y (2006) Alternative splicing regulation at tandem 3′ splice sites. Nucleic Acids Res 34:23–31
Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT (2000) Gene ontology: tool for the unification of biology. Nat Genet 25:25–29
Barbazuk WB, Fu Y, McGinnis KM (2008) Genome-wide analyses of alternative splicing in plants: opportunities and challenges. Genome Res 18:1381–1392
Bolger AM, Lohse M, Usadel B (2014) Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30:2114–2120
Campbell MA, Haas BJ, Hamilton JP, Mount SM, Buell CR (2006) Comprehensive analysis of alternative splicing in rice and comparative analyses with Arabidopsis. BMC Genomics 7:1–17
Chaudhary S, Khokhar W, Jabre I, Reddy AS, Byrne LJ, Wilson CM, Syed NH (2019) Alternative splicing and protein diversity: plants versus animals. Front Plant Sci 10:708
Cui P, Xiong L (2015) Environmental stress and pre-mRNA splicing. Mol Plant 8:1302–1303
Das D, Baruah IK, Panda D, Paswan RR, Acharjee S, Sarmah BK (2021) Bruchid beetle ovipositioning mediated defense responses in black gram pods. BMC Plant Biol 21:1–22
De Bruin RG, Shiue L, Prins J, De Boer HC, Singh A, Fagg WS, Van Gils JM, Duijs JM, Katzman S, Kraaijeveld AO (2016) Quaking promotes monocyte differentiation into pro-atherogenic macrophages by controlling pre-mRNA splicing and gene expression. Nat Commun 7:1–20
Dichmann DS, Walentek P, Harland RM (2015) The alternative splicing regulator Tra2b is required for somitogenesis and regulates splicing of an inhibitory Wnt11b isoform. Cell Rep 10:527–536
Ding F, Cui P, Wang Z, Zhang S, Ali S, Xiong L (2014) Genome-wide analysis of alternative splicing of pre-mRNA under salt stress in Arabidopsis. BMC Genomics 15:1–14
Felipez W, de Freitas KEJ, Dos Santos RS, Yamamoto RR, Costa de Oliveira A (2022) The roles of WRKY transcription factors in Malus spp. and Pyrus spp. Funct Integr Genomics 22:713–729
Filichkin SA, Priest HD, Givan SA, Shen R, Bryant DW, Fox SE, Wong W-K, Mockler TC (2010) Genome-wide mapping of alternative splicing in Arabidopsis thaliana. Genome Res 20:45–58
Foissac S, Sammeth M (2007) ASTALAVISTA: dynamic and flexible analysis of alternative splicing events in custom gene datasets. Nucleic Acids Res 35:W297–W299
Ganie SA, Reddy AS (2021) Stress-induced changes in alternative splicing landscape in rice: Functional significance of splice isoforms in stress tolerance. Biology 10:309
Gupta P, Nutan KK, Singla-Pareek SL, Pareek A (2017) Abiotic stresses cause differential regulation of alternative splice forms of GATA transcription factor in rice. Front Plant Sci 8:1944
Han Y, Zhu L, Li L, Wang Y, Zhao M, Wang K, Sun C, Chen J, Liu L, Chen P (2021) Characteristics of RNA alternative splicing and its potential roles in ginsenoside biosynthesis in a single plant of ginseng, Panax ginseng CA Meyer. Mol Genet Genomics 296:971–983
Hazra A, Mahadani P (2022) Delineating genome-wide alternative splicing landscapes and their functional significance in orchids. S Afr J Bot 148:552–560
Heberle H, Meirelles GV, da Silva FR, Telles GP, Minghim R (2015) InteractiVenn: a web-based tool for the analysis of sets through Venn diagrams. BMC Bioinformatics 16:1–7
Hu B, Jin J, Guo A-Y, Zhang H, Luo J, Gao G (2015) GSDS 2.0: an upgraded gene feature visualization server. Bioinformatics 31:1296–1297
Huang J, Lu X, Wu H, Xie Y, Peng Q, Gu L, Wu J, Wang Y, Reddy AS, Dong S (2020) Phytophthora effectors modulate genome-wide alternative splicing of host mRNAs to reprogram plant immunity. Mol Plant 13:1470–1484
Iida K, Shionyu M, Suso Y (2008) Alternative splicing at NAGNAG acceptor sites shares common properties in land plants and mammals. Mol Biol Evol 25:709–718
Imbriano C, Molinari S (2018) Alternative splicing of transcription factors genes in muscle physiology and pathology. Genes 9:107
Iñiguez LP, Ramírez M, Barbazuk WB, Hernández G (2017) Identification and analysis of alternative splicing events in Phaseolus vulgaris and Glycine max. BMC Genomics 18:1–17
Jabre I, Reddy AS, Kalyna M, Chaudhary S, Khokhar W, Byrne LJ, Wilson CM, Syed NH (2019) Does co-transcriptional regulation of alternative splicing mediate plant stress responses? Nucleic Acids Res 47:2716–2726
James AB, Syed NH, Bordage S, Marshall J, Nimmo GA, Jenkins GI, Herzyk P, Brown JW, Nimmo HG (2012) Alternative splicing mediates responses of the Arabidopsis circadian clock to temperature changes. Plant Cell 24:961–981
Jegadeesan S, Raizada A, Dhanasekar P, Suprasanna P (2021) Draft genome sequence of the pulse crop blackgram [Vigna mungo (L.) Hepper] reveals potential R-genes. Sci Rep 11:1–10
John S, Olas JJ, Mueller-Roeber B (2021) Regulation of alternative splicing in response to temperature variation in plants. J Exp Bot 72:6150–6163
Kalyna M, Simpson CG, Syed NH, Lewandowska D, Marquez Y, Kusenda B, Marshall J, Fuller J, Cardle L, McNicol J (2012) Alternative splicing and nonsense-mediated decay modulate expression of important regulatory genes in Arabidopsis. Nucleic Acids Res 40:2454–2469
Khan A, Mathelier A (2017) Intervene: a tool for intersection and visualization of multiple gene or genomic region sets. BMC Bioinformatics 18:1–8
Kim D, Paggi JM, Park C, Bennett C, Salzberg SL (2019) Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype. Nat Biotechnol 37:907–915
Koralewski TE, Krutovsky KV (2011) Evolution of exon-intron structure and alternative splicing. PLoS ONE 6:e18055
Kovaka S, Zimin AV, Pertea GM, Razaghi R, Salzberg SL, Pertea M (2019) Transcriptome assembly from long-read RNA-seq alignments with StringTie2. Genome Biol 20:1–13
Kriechbaumer V, Wang P, Hawes C, Abell BM (2012) Alternative splicing of the auxin biosynthesis gene YUCCA4 determines its subcellular compartmentation. Plant J 70:292–302
Kundu A, Pal A (2012) Identification and characterization of elite inbred lines with MYMIV-resistance in Vigna mungo. Field Crop Res 135:116–125
Kundu A, Patel A, Pal A (2013) Defining reference genes for qPCR normalization to study biotic and abiotic stress responses in Vigna mungo. Plant Cell Rep 32:1647–1658
Kundu A, Patel A, Paul S, Pal A (2015) Transcript dynamics at early stages of molecular interactions of MYMIV with resistant and susceptible genotypes of the leguminous host Vigna mungo. Plos One 10:e0124687
Kundu A, Singh PK, Dey A, Ganguli S, Pal A (2019) Complex molecular mechanisms underlying MYMIV-resistance in Vigna mungo revealed by comparative transcriptome profiling. Sci Rep 9:1–13
Kundu A, Ganguli S, Pal A (2022) Genomic designing towards biotic stress resistance in mungbean and urdbean. Genomic designing for biotic stress resistant pulse crops. Springer, 381–414
Laloum T, Martín G, Duque P (2018) Alternative splicing control of abiotic stress responses. Trends Plant Sci 23:140–150
Li J, Li X, Guo L, Lu F, Feng X, He K, Wei L, Chen Z, Qu L-J, Gu H (2006) A subgroup of MYB transcription factor genes undergoes highly conserved alternative splicing in Arabidopsis and rice. J Exp Bot 57:1263–1273
Li W, Lin W-D, Ray P, Lan P, Schmidt W (2013) Genome-wide detection of condition-sensitive alternative splicing in Arabidopsis roots. Plant Physiol 162:1750–1763
Liu J, Chen X, Liang X, Zhou X, Yang F, Liu J, He SY, Guo Z (2016) Alternative splicing of rice WRKY62 and WRKY76 transcription factor genes in pathogen defense. Plant Physiol 171:1427–1442
Love M, Anders S, Huber W (2014) Differential analysis of count data–the DESeq2 package. Genome Biol 15:10–1186
Mahadani P, Hazra A (2021) Expression and splicing dynamics of WRKY family genes along physiological exigencies of tea plant (Camellia sinensis). Biologia 76:2491–2499
Mallick B, Kumari M, Pradhan S, Acharya G, Naresh P, Das B, Shashankar P (2022) Genome-wide analysis and characterization of heat shock transcription factors (Hsfs) in common bean (Phaseolus vulgaris L.). Funct Integr Genomics 22:743–756
Manu B, Biradar R, Sabale P, Kumar K, Aski MS, Mohite N, Shinde P, Kodandaram M, Singh A, Venkatesh M (2022) Genomic designing for abiotic stress tolerance in mungbean and urdbean. Genomic designing for abiotic stress resistant pulse crops. Springer, 271–343
Marquez Y, Brown JW, Simpson C, Barta A, Kalyna M (2012) Transcriptome survey reveals increased complexity of the alternative splicing landscape in Arabidopsis. Genome Res 22:1184–1195
Martín G, Márquez Y, Mantica F, Duque P, Irimia M (2021) Alternative splicing landscapes in Arabidopsis thaliana across tissues and stress conditions highlight major functional differences with animals. Genome Biol 22:1–26
Merino GA, Conesa A, Fernández EA (2019) A benchmarking of workflows for detecting differential splicing and differential expression at isoform level in human RNA-seq studies. Brief Bioinform 20:471–481
Metsalu T, Vilo J (2015) ClustVis: a web tool for visualizing clustering of multivariate data using Principal Component Analysis and heatmap. Nucleic Acids Res 43:W566–W570
Middleton R, Gao D, Thomas A, Singh B, Au A, Wong JJ, Bomane A, Cosson B, Eyras E, Rasko JE (2017) IRFinder: assessing the impact of intron retention on mammalian gene expression. Genome Biol 18:1–11
Muthusamy M, Yoon EK, Kim JA, Jeong M-J, Lee SI (2020) Brassica Rapa SR45a regulates drought tolerance via the alternative splicing of target genes. Genes 11:182
Nawae W, Yundaeng C, Naktang C, Kongkachana W, Yoocha T, Sonthirod C, Narong N, Somta P, Laosatit K, Tangphatsornruang S (2020) The genome and transcriptome analysis of the Vigna mungo chloroplast. Plants 9:1247
Nicholson P, Mühlemann O (2010) Cutting the nonsense: the degradation of PTC-containing mRNAs. Biochem Soc Trans 38:1615–1620
Nilsen TW, Graveley BR (2010) Expansion of the eukaryotic proteome by alternative splicing. Nature 463:457–463
Ottens F, Gehring NH (2016) Physiological and pathophysiological role of nonsense-mediated mRNA decay. Pflügers Archiv-Eur J Physiol 468:1013–1028
Pan Q, Shai O, Lee LJ, Frey BJ, Blencowe BJ (2008) Deep surveying of alternative splicing complexity in the human transcriptome by high-throughput sequencing. Nat Genet 40:1413–1415
Pertea M, Pertea GM, Antonescu CM, Chang T-C, Mendell JT, Salzberg SL (2015) StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat Biotechnol 33:290–295
Petrillo E, Godoy Herz MA, Barta A, Kalyna M, Kornblihtt AR (2014) Let there be light: regulation of gene expression in plants. RNA Biol 11:1215–1220
Pootakham W, Nawae W, Naktang C, Sonthirod C, Yoocha T, Kongkachana W, Sangsrakru D, Jomchai N, U-thoomporn S, Somta P (2021) A chromosome-scale assembly of the black gram (Vigna mungo) genome. Mol Ecol Resour 21:238–250
Raizada A, Souframanien J (2019) Transcriptome sequencing, de novo assembly, characterisation of wild accession of blackgram (Vigna mungo var. silvestris) as a rich resource for development of molecular markers and validation of SNPs by high resolution melting (HRM) analysis. BMC Plant Biol 19:1–16
Rawoof A, Ahmad I, Islam K, Momo J, Kumar A, Jaiswal V, Ramchiary N (2022) Integrated omics analysis identified genes and their splice variants involved in fruit development and metabolites production in Capsicum species. Funct Integr Genomics 22:1189–1209
R Core Team (2013) R: A language and environment for statistical computing
Reddy AS (2007) Alternative splicing of pre-messenger RNAs in plants in the genomic era. Annu Rev Plant Biol 58:267–294
Reddy AS, Marquez Y, Kalyna M, Barta A (2013) Complexity of the alternative splicing landscape in plants. Plant Cell 25:3657–3683
Remy E, Cabrito TR, Baster P, Batista RA, Teixeira MC, Friml J, Sá-Correia I, Duque P (2013) A major facilitator superfamily transporter plays a dual role in polar auxin transport and drought stress tolerance in Arabidopsis. Plant Cell 25:901–926
Risso D, Ngai J, Speed TP, Dudoit S (2014) Normalization of RNA-seq data using factor analysis of control genes or samples. Nat Biotechnol 32:896–902
Rodriguez JM, Pozo F, Di Domenico T, Vazquez J, Tress ML (2020) An analysis of tissue-specific alternative splicing at the protein level. PLoS Comput Biol 16:e1008287
Satyawan D, Kim MY, Lee SH (2017) Stochastic alternative splicing is prevalent in mungbean (Vigna radiata). Plant Biotechnol J 15:174–182
Schindler S, Szafranski K, Hiller M, Ali GS, Palusa SG, Backofen R, Platzer M, Reddy AS (2008) Alternative splicing at NAGNAG acceptors in Arabidopsis thaliana SR and SR-related protein-coding genes. BMC Genomics 9:1–11
Seo PJ, Park M-J, Park C-M (2013) Alternative splicing of transcription factors in plant responses to low temperature stress: mechanisms and functions. Planta 237:1415–1424
Sinha R, Zimmer AD, Bolte K, Lang D, Reski R, Platzer M, Rensing SA, Backofen R (2010) Identification and characterization of NAGNAG alternative splicing in the moss Physcomitrella patens. BMC Plant Biol 10:1–14
Soris P, Kala B, Mohan V, Vadivel V (2010) The biochemical composition and nutritional potential of three varieties of Vigna mungo (L.) Hepper. Advances in Bio Research 1:6–16
Spitzer M, Wildenhain J, Rappsilber J, Tyers M (2014) BoxPlotR: a web tool for generation of box plots. Nat Methods 11:121–122
Staiger D, Brown JW (2013) Alternative splicing at the intersection of biological timing, development, and stress responses. Plant Cell 25:3640–3656
Syed NH, Kalyna M, Marquez Y, Barta A, Brown JW (2012) Alternative splicing in plants–coming of age. Trends Plant Sci 17:616–623
Taneri B, Snyder B, Novoradovsky A, Gaasterland T (2004) Alternative splicing of mouse transcription factors affects their DNA-binding domain architecture and is tissue specific. Genome Biol 5:1–9
Thimm O, Bläsing O, Gibon Y, Nagel A, Meyer S, Krüger P, Selbig J, Müller LA, Rhee SY, Stitt M (2004) MAPMAN: a user-driven tool to display genomics data sets onto diagrams of metabolic pathways and other biological processes. Plant J 37:914–939
Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, Van Baren MJ, Salzberg SL, Wold BJ, Pachter L (2010) Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol 28:511–515
Van Bel M, Silvestri F, Weitz EM, Kreft L, Botzki A, Coppens F, Vandepoele K (2021) PLAZA 5.0: extending the scope and power of comparative and functional genomics in plants. Nucleic Acids Research
Vitulo N, Forcato C, Carpinelli EC, Telatin A, Campagna D, D’Angelo M, Zimbello R, Corso M, Vannozzi A, Bonghi C (2014) A deep survey of alternative splicing in grape reveals changes in the splicing machinery related to tissue, stress condition and genotype. BMC Plant Biol 14:1–16
Wang B-B, Brendel V (2006) Genomewide comparative analysis of alternative splicing in plants. Proc Natl Acad Sci 103:7175–7180
Wang L, Wang S, Li W (2012) RSeQC: quality control of RNA-seq experiments. Bioinformatics 28:2184–2185
Wang Y, Liu J, Huang B, Xu YM, Li J, Huang LF, Lin J, Zhang J, Min QH, Yang WM (2015) Mechanism of alternative splicing and its regulation. Biomedical Reports 3:152–158
Wang Z, Zhang H, Gong W (2019) Genome-wide identification and comparative analysis of alternative splicing across four legume species. Planta 249:1133–1142
Xing L, Peng K, Xue S, Yuan W, Zhu B, Zhao P, Wu H, Cheng Y, Fang M, Liu Z (2022) Genome-wide analysis of zinc finger-homeodomain (ZF-HD) transcription factors in diploid and tetraploid cotton. Functional & Integrative Genomics:1–13
Xu Y, Zeng A, Song L, Li J, Yan J (2019) Comparative transcriptomics analysis uncovers alternative splicing events and molecular markers in cabbage (Brassica oleracea L.). Planta 249:1599–1615
Yan X, Bai D, Song H, Lin K, Pang E (2021) Alternative splicing during fruit development among fleshy fruits. BMC Genomics 22:1–14
Yarra R, Wei W (2021) The NAC-type transcription factor GmNAC20 improves cold, salinity tolerance, and lateral root formation in transgenic rice plants. Funct Integr Genomics 21:473–487
Ye LX, Wu YM, Zhang JX, Zhang JX, Zhou H, Zeng RF, Zheng WX, Qiu MQ, Zhou JJ, Xie ZZ (2023) A bZIP transcription factor (CiFD) regulates drought-and low-temperature-induced flowering by alternative splicing in citrus. J Integr Plant Biol 65:674–691
Yeo G, Holste D, Kreiman G, Burge CB (2004) Variation in alternative splicing across human tissues. Genome Biol 5:1–15
Young MD, Wakefield MJ, Smyth GK, Oshlack A (2012) goseq: Gene Ontology testing for RNA-seq datasets. R Bioconductor 8:1–25
Yu H, Li M, Sandhu J, Sun G, Schnable JC, Walia H, Xie W, Yu B, Mower JP, Zhang C (2022) Pervasive misannotation of microexons that are evolutionarily conserved and crucial for gene function in plants. Nat Commun 13:1–15
Zhang J-Z, Li Z-M, Mei L, Yao J-L, Hu C-G (2009) PtFLC homolog from trifoliate orange (Poncirus trifoliata) is regulated by alternative splicing and experiences seasonal fluctuation in expression level. Planta 229:847–859
Zhang J, Li L, Huang L, Zhang M, Chen Z, Zheng Q, Zhao H, Chen X, Jiang M, Tan M (2019a) Maize NAC-domain retained splice variants act as dominant negatives to interfere with the full-length NAC counterparts. Plant Sci 289:110256
Zhang M, Liu Y-H, Chang C-S, Zhi H, Wang S, Xu W, Smith CW, Zhang H-B (2019b) Quantification of gene expression while taking into account RNA alternative splicing. Genomics 111:1517–1528
Zheng J, Liu F, Zhu C, Li X, Dai X, Yang B, Zou X, Ma Y (2019) Identification, expression, alternative splicing and functional analysis of pepper WRKY gene family in response to biotic and abiotic stresses. PLoS ONE 14:e0219775
Zhu D, Mao F, Tian Y, Lin X, Gu L, Gu H, Qu L-j, Wu Y, Wu Z (2020) The features and regulation of co-transcriptional splicing in Arabidopsis. Mol Plant 13:278–294
Acknowledgements
The authors are grateful to the Director, Bose Institute, Kolkata and Principal, RKMVC College, Rahara for providing all infrastructural facilities. We are grateful to the anonymous reviewers for helping us immensely to improve the quality of the manuscript.
Funding
The financial requirements were borne by the authors and no extra-mural funding was received from any source.
Author information
Authors and Affiliations
Contributions
AH: Conceptualization, methodology, data analysis, writing—original draft preparation. AP: Conceptualization, supervision, review and editing. AK: Conceptualization, supervision, writing—original draft preparation, review and editing. All the authors have read and approved the final manuscript.
Corresponding authors
Ethics declarations
Ethical approval
Not applicable.
Competing interests
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
![](https://cdn.statically.io/img/media.springernature.com/lw387/springer-static/esm/art%3A10.1007%2Fs10142-023-01066-4/MediaObjects/10142_2023_1066_MOESM3_ESM.jpg)
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Hazra, A., Pal, A. & Kundu, A. Alternative splicing shapes the transcriptome complexity in blackgram [Vigna mungo (L.) Hepper]. Funct Integr Genomics 23, 144 (2023). https://doi.org/10.1007/s10142-023-01066-4
Received:
Revised:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10142-023-01066-4