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O’Connell A, Deo J, Deomano E, Wei X, Jackson P, Aitken KS, Manimekalai R, Mohanraj K, Hemaprabha G, Ram B, Viswanathan R, Lakshmanan P. Combining genomic selection with genome-wide association analysis identified a large-effect QTL and improved selection for red rot resistance in sugarcane. FRONTIERS IN PLANT SCIENCE 2022; 13:1021182. [DOI: 10.3389/fpls.2022.1021182] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 09/29/2022] [Indexed: 11/13/2022]
Abstract
Red rot caused by the fungus Colletotrichum falcatum is the main disease limiting sugarcane productivity in several countries including the major producer India. The genetic basis for red rot resistance is unclear. We studied a panel of 305 sugarcane clones from the Australian breeding program for disease response phenotype and genotype using an Affymetrix® Axiom® array, to better understand the genetic basis of red rot resistance. SNP markers highly significantly associated with red rot response (≤ 10-8) were identified. Markers with largest effect were located in a single 14.6 Mb genomic region of sorghum (the closest diploid relative of sugarcane with a sequenced genome) suggesting the presence of a major-effect QTL. By genomic selection, the estimated selection accuracy was ~0.42 for red rot resistance. This was increased to ~0.5 with the addition of 29 highly significant SNPs as fixed effects. Analysis of genes nearby the markers linked to the QTL revealed many biotic stress responsive genes within this QTL, with the most significant SNP co-locating with a cluster of four chitinase A genes. The SNP markers identified here could be used to predict red rot resistance with high accuracy at any stage in the sugarcane breeding program.
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Sathyabhama M, Viswanathan R, Prasanth CN, Malathi P, Sundar AR. Differential host responses of sugarcane to Colletotrichum falcatum reveal activation of probable effector triggered immunity (ETI) in defence responses. PLANT CELL REPORTS 2022; 41:1461-1476. [PMID: 35415786 DOI: 10.1007/s00299-022-02870-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Accepted: 03/22/2022] [Indexed: 02/05/2023]
Abstract
KEY MESSAGE The differential compatibility responses of sugarcane to Colletotrichum falcatum pathotypes depend on the nature of both host primary defence signalling cascades and pathogen virulence. The complex polyploidy of sugarcane genome and genetic variations in different cultivars of sugarcane remain a challenge to identify and characterise specific genes controlling the compatible and incompatible interactions between sugarcane and the red rot pathogen, Colletotrichum falcatum. To avoid host background variation in the interaction study, suppression subtractive hybridization (SSH)-based next-generation sequencing (NGS) technology was used in a sugarcane cultivar Co 7805 which is compatible with one C. falcatum pathotype but incompatible with another one. In the incompatible interaction (ICI-less virulent) 10,038 contigs were assembled from ~ 54,699,263 raw reads, while 4022 contigs were assembled from ~ 52,509,239 in the compatible interaction (CI-virulent). The transcripts homologous to CEBiP receptor and those involved in the signalling pathways of ROS, Ca2+, BR, and ABA were expressed in both interaction responses. In contrast, MAPK, ET, PI signalling pathways and JA amino conjugation related transcripts were found only in ICI. In temporal gene expression assays, 16 transcripts showed their highest induction in ICI than CI. Further, more than 17 transcripts specific to the pathogen were found only in CI, indicating that the pathogen colonizes the host tissue whereas it failed to do so in ICI. Overall, this study has identified for the first time that a probable PAMP triggered immunity (PTI) in both responses, while a more efficient effector triggered immunity (ETI) was found only in ICI. Moreover, pathogen proliferation could be predicted in CI based on transcript expression, which were homologous to Glomerella graminicola, the nearest clade to the perfect stage of C. falcatum (G. tucumanensis).
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Affiliation(s)
- M Sathyabhama
- Plant Pathology Section, Division of Crop Protection, ICAR-Sugarcane Breeding Institute, Coimbatore, 641007, India
- Department of Biotechnology, PSG College of Arts and Science, Coimbatore, 641014, India
| | - R Viswanathan
- Plant Pathology Section, Division of Crop Protection, ICAR-Sugarcane Breeding Institute, Coimbatore, 641007, India.
| | - C N Prasanth
- Plant Pathology Section, Division of Crop Protection, ICAR-Sugarcane Breeding Institute, Coimbatore, 641007, India
| | - P Malathi
- Plant Pathology Section, Division of Crop Protection, ICAR-Sugarcane Breeding Institute, Coimbatore, 641007, India
| | - A Ramesh Sundar
- Plant Pathology Section, Division of Crop Protection, ICAR-Sugarcane Breeding Institute, Coimbatore, 641007, India
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Prasanth CN, Viswanathan R, Malathi P, Sundar AR. Carbohydrate active enzymes (CAZy) regulate cellulolytic and pectinolytic enzymes in Colletotrichum falcatum causing red rot in sugarcane. 3 Biotech 2022; 12:48. [PMID: 35127303 PMCID: PMC8787009 DOI: 10.1007/s13205-022-03113-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 01/08/2022] [Indexed: 02/05/2023] Open
Abstract
Colletotrichum falcatum, an ascomycete pathogen causes red rot of sugarcane which is specialized to infect cane stalks. Cellulolytic and pectinolytic enzymes are necessary for degradation of plant cell wall which stands as barrier for successful fungal pathogenesis. In the study, we have confined to the CAZy genes that regulate cellulolytic and pectinolytic enzymes in two distinctive pathotypes of C. falcatum. Comparative transcriptome analysis revealed that a number of CAZy genes producing cellulolytic and pectinolytic enzyme were present in the virulent (Cf671) and least virulent (RoC) pathotypes. Two consecutive transcriptome analyses (in vitro) were performed using Illumina Hi Seq 2500, further analysis was done with various bioinformatic tools. In vitro expression analysis of cutinase, glycoside hydrolyase and pectin-related genes revealed number of genes that attributes virulence. Numerous pectin-related genes involved in degradation of plant cell wall, pectinase and pectin lyase are considered to be key precursor in degradation of pectin in sugarcane. These results suggest that cellulolytic enzymes, cutinase and pectin-related genes are essential for degradation of sugarcane cell wall and considered to be an important pathogenic factor in C. falcatum. This is the first detailed report on sugarcane cell wall-degrading enzymes during its interaction with C. falcatum and also this comparative transcriptome analysis provided more insights into pathogen mechanism on C. falcatum. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s13205-022-03113-6.
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Affiliation(s)
- C. Naveen Prasanth
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research (ICAR), Tamil Nadu, Coimbatore, 641007 India
| | - R. Viswanathan
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research (ICAR), Tamil Nadu, Coimbatore, 641007 India
| | - P. Malathi
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research (ICAR), Tamil Nadu, Coimbatore, 641007 India
| | - A. Ramesh Sundar
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research (ICAR), Tamil Nadu, Coimbatore, 641007 India
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Nandakumar M, Malathi P, Sundar AR, Viswanathan R. Expression Analyses of Resistance-Associated Candidate Genes During Sugarcane-Colletotrichum falcatum Went Interaction. SUGAR TECH 2021. [DOI: 10.1007/s12355-021-00976-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
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Nandakumar M, Malathi P, Sundar AR, Rajadurai CP, Philip M, Viswanathan R. Role of miRNAs in the host-pathogen interaction between sugarcane and Colletotrichum falcatum, the red rot pathogen. PLANT CELL REPORTS 2021; 40:851-870. [PMID: 33818644 DOI: 10.1007/s00299-021-02682-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Accepted: 03/15/2021] [Indexed: 02/08/2023]
Abstract
KEY MESSAGE Sugarcane microRNAs specifically involved during compatible and incompatible interactions with red rot pathogen Colletotrichum falcatum were identified. We have identified how the miRNAs regulate their gene targets and elaborated evidently on the underlying molecular mechanism of sugarcane defense response to C. falcatum for the first time. Resistance against the fungal pathogen Colletotrichum falcatum causing red rot is one of the most desirable traits for sustainable crop cultivation in sugarcane. To gain new insight into the host defense mechanism against C. falcatum, we studied the role of sugarcane microRNAs during compatible and incompatible interactions by adopting the NGS platform. We have sequenced a total of 80 miRNA families that comprised 980 miRNAs, and the putative targets of the miRNAs include transcription factors, membrane-bound proteins, glutamate receptor proteins, lignin biosynthesis proteins, signaling cascade proteins, transporter proteins, mitochondrial proteins, ER proteins, defense-related, stress response proteins, translational regulation proteins, cell proliferation, and ubiquitination proteins. Further, qRT-PCR analyses of 8 differentially regulated miRNAs and 26 gene transcript targets expression indicated that these miRNAs have a regulatory effect on the expression of respective target genes in most of the cases. Also, the results suggest that certain miRNA regulates many target genes that are involved in inciting early responses to the pathogen infection, signaling pathways, endoplasmic reticulum stress, and resistance gene activation through feedback response from various cellular processes during the compatible and incompatible interaction with the red rot pathogen C. falcatum. The present study revealed the role of sugarcane miRNAs and their target genes during sugarcane-C. falcatum interaction and provided new insight into the miRNA-mediated defense mechanism in sugarcane for the first time.
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Affiliation(s)
- M Nandakumar
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu, 641007, India
| | - P Malathi
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu, 641007, India
| | - A R Sundar
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu, 641007, India
| | - C P Rajadurai
- AgriGenome Labs, Infopark-Smart City Short Rd, Kochi, Kerala, 682030, India
| | - Manuel Philip
- AgriGenome Labs, Infopark-Smart City Short Rd, Kochi, Kerala, 682030, India
| | - R Viswanathan
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu, 641007, India.
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Chandra A, Singh D, Joshi D, Pathak AD, Singh RK, Kumar S. A highly contiguous reference genome assembly for Colletotrichum falcatum pathotype Cf08 causing red rot disease in sugarcane. 3 Biotech 2021; 11:148. [PMID: 33732569 DOI: 10.1007/s13205-021-02695-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 02/15/2021] [Indexed: 11/24/2022] Open
Abstract
Among the biotic factors, which affect the productivity and quality of sugarcane, red rot disease caused by the fungal pathogen, Colletotrichum falcatum is the most devastating that cause enormous loss to millers as well as cane growers. We present a highly contiguous genome assembly of C. falcatum pathotype Cf08 which is virulent to popular sugarcane varieties grown in more than 3 million hectares in sub-tropical India. By performing long read sequencing on PacBio RSII system, 56.06 Mb assemblies with 238 contigs having N50 of 0.51 Mb and L50 of 34 was produced. A BUSCO completeness score of 97.24% (including 4.1% fragmented) of the entire C. falcatum Cf08 nuclear genome, greatly improved contiguity compared to an existing highly fragmented draft of C. falcatum Cf671 genome (48.13 Mb) was obtained. This Cf08 assembly had 54.14% GC content and possessed < 1% repetitive elements. A total of 18,635 protein-coding genes were predicted compared with 12,270 for Cf671. Among 617 CAZymes predicted, glycoside hydrolases were the predominant (298), and among 7264 genes associated with pathogenicity/virulence, 77 genes having effector functions were identified. The assembled genome showed its similarity with the genome of C. graminicola and C. higginsianum, the causal organisms of anthracnose in maize and in members of Brassicaceae, respectively. A total of 94 large sequences (> 100 kb) of Cf08 were mapped over C. higginsianum 10 of 12 chromosomes with 106 synteny blocks. Results discussed here would provide an important tool for future studies of evolutionary and functional genomics in C. falcatum. SUPPLEMENTARY INFORMATION The online version contains supplementary material available at 10.1007/s13205-021-02695-x.
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Affiliation(s)
- Amaresh Chandra
- ICAR-Indian Institute of Sugarcane Research, Raibareli Road, P.O. Dilkusha, Lucknow, 226002 India
| | - Dinesh Singh
- ICAR-Indian Institute of Sugarcane Research, Raibareli Road, P.O. Dilkusha, Lucknow, 226002 India
| | - Deeksha Joshi
- ICAR-Indian Institute of Sugarcane Research, Raibareli Road, P.O. Dilkusha, Lucknow, 226002 India
| | - Ashwini D Pathak
- ICAR-Indian Institute of Sugarcane Research, Raibareli Road, P.O. Dilkusha, Lucknow, 226002 India
| | - Ram K Singh
- ICAR-Indian Institute of Sugarcane Research, Raibareli Road, P.O. Dilkusha, Lucknow, 226002 India
- Indian Council of Agricultural Research, Krishi Bhawan, New Delhi, 110001 India
| | - Sanjeev Kumar
- ICAR-Indian Institute of Sugarcane Research, Raibareli Road, P.O. Dilkusha, Lucknow, 226002 India
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Nandakumar M, Viswanathan R, Malathi P, Ramesh Sundar A. Selection of reference genes for normalization of microRNA expression in sugarcane stalks during its interaction with Colletotrichum falcatum. 3 Biotech 2021; 11:72. [PMID: 33489689 DOI: 10.1007/s13205-020-02632-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 12/28/2020] [Indexed: 02/05/2023] Open
Abstract
The microRNAs role in various cellular and metabolic functions is gaining more limelight in line with second-generation NGS technology. For the validation of candidate miRNA genes, the quantitative real-time PCR is the widely trusted and efficient method to follow. Sugarcane miRNAs are less explored in sugarcane defense response during their interaction with Colletotrichum falcatum inciting red rot. Further, for RT-qPCR experiments involving sugarcane miRNA expression studies, a stable internal reference gene is required. Hence, we have taken a study involving 20 candidate genes to identify stable expressing reference genes using NormFinder, geNorm, BestKeeper, and deltaCt statistical algorithms. The candidate reference genes included miRNAs and protein-coding genes. The results indicated that there is a variation in ranking among the algorithms. We found miR1862c as the stably expressed miRNA reference gene among the candidates and miR444b.2 along miR1862c formed the best reference gene pair combination, which can be used in the experiments aiming to explore sugarcane miRNAs in the defense mechanism against C. falcatum. The stable miRNA reference gene was further validated with other lesser stable reference gene candidates to assess the effect of stable reference genes during normalization. The present study evaluating the sugarcane miRNAs as reference genes for normalizing RT-qPCR expression data involving miRNAs during sugarcane × C. falcatum interaction is the first of its kind. Further, this systematic approach can be followed to assess the reference gene in various experimental conditions involving sugarcane miRNAs.
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Affiliation(s)
- M Nandakumar
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu 641007 India
| | - R Viswanathan
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu 641007 India
| | - P Malathi
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu 641007 India
| | - A Ramesh Sundar
- ICAR-Sugarcane Breeding Institute, Coimbatore, Tamil Nadu 641007 India
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Host-pathogen interaction in sugarcane and red rot pathogen: exploring expression of phytoalexin biosynthesis pathway genes. INDIAN PHYTOPATHOLOGY 2021. [DOI: 10.1007/s42360-020-00306-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Prasanth CN, Viswanathan R, Malathi P, Sundar AR. Development and characterization of genomic SSR marker for virulent strain-specific Colletotrichum falcatum infecting sugarcane. 3 Biotech 2021; 11:20. [PMID: 33442518 DOI: 10.1007/s13205-020-02572-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Accepted: 11/28/2020] [Indexed: 02/05/2023] Open
Abstract
Colle totrichum falcatum, an intriguing pathogen causing red rot in sugarcane, exhibits enormous variation for pathogenicity under field conditions. A species-specific marker is very much needed to classify the virulence among the varying population and to identify the potential of a pathotype by mining the microsatellites, which are considered to be the largest genetic source to develop molecular markers for an organism. In this study, we have mined the C. falcatum genome using MISA database which yielded 12,121 SSRs from 48.1 Mb and 2745 SSRs containing sequences. The most frequent SSR types from the genome of C. falcatum was di-nucleotide which constitutes 50.89% followed by tri-nucleotide 39.60%, hepta-nucleotide 6.7%, hexa-nucleotide 1.38% and penta-nucleotide 1.3%. Over 90 SSR containing sequences from the genome were predicted using BlastX which are found to be non-homologs. Most of the annotated SSR containing sequences fell in CAZy superfamilies, proteases, peptidases, plant cell wall degrading enzymes (PCDWE) and membrane transporters which are considered to be pathogenicity gene clusters. Among them, glycosyl hydrolases (GH) were found to be abundant in SSR containing sequences which again proved our previous transcriptome results. Our in-silico results suggested that the mined microsatellites from C. falcatum genome show absence of homolog sequences which suggests that these markers could be used as an ideal species-specific molecular marker. Two virulence specific markers were characterized using conventional PCR assays from C. falcatum along with virulent species-specific (VSS) marker developed for C. gloeosporioides. The study lays the foundation for the development of C. falcatum specific molecular marker to phenotype the pathotypes based on virulence.
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Affiliation(s)
- C Naveen Prasanth
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research, Tamil Nadu, Coimbatore, 641007 India
| | - R Viswanathan
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research, Tamil Nadu, Coimbatore, 641007 India
| | - P Malathi
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research, Tamil Nadu, Coimbatore, 641007 India
| | - A Ramesh Sundar
- Division of Crop Protection, Sugarcane Breeding Institute, Indian Council of Agricultural Research, Tamil Nadu, Coimbatore, 641007 India
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Kumar VG, Viswanathan R, Malathi P, Sundar AR, Prasanth CN, Nandakumar M. Identification of differential expressed proteins and establishing a defense proteome of sugarcane in response to Colletotrichum falcatum infection. JOURNAL OF PLANT PATHOLOGY 2020. [DOI: 10.1007/s42161-020-00577-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Nandakumar M, Malathi P, Sundar AR, Viswanathan R. Use of Green Fluorescent Protein Expressing Colletotrichum falcatum, the Red Rot Pathogen for Precise Host–Pathogen Interaction Studies in Sugarcane. SUGAR TECH 2019. [DOI: 10.1007/s12355-019-00751-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
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