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Dissanayake UC, Roy A, Maghsoud Y, Polara S, Debnath T, Cisneros GA. Computational studies on the functional and structural impact of pathogenic mutations in enzymes. Protein Sci 2025; 34:e70081. [PMID: 40116283 PMCID: PMC11926659 DOI: 10.1002/pro.70081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Revised: 01/23/2025] [Accepted: 02/12/2025] [Indexed: 03/23/2025]
Abstract
Enzymes are critical biological catalysts involved in maintaining the intricate balance of metabolic processes within living organisms. Mutations in enzymes can result in disruptions to their functionality that may lead to a range of diseases. This review focuses on computational studies that investigate the effects of disease-associated mutations in various enzymes. Through molecular dynamics simulations, multiscale calculations, and machine learning approaches, computational studies provide detailed insights into how mutations impact enzyme structure, dynamics, and catalytic activity. This review emphasizes the increasing impact of computational simulations in understanding molecular mechanisms behind enzyme (dis)function by highlighting the application of key computational methodologies to selected enzyme examples, aiding in the prediction of mutation effects and the development of therapeutic strategies.
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Affiliation(s)
- Upeksha C. Dissanayake
- Department of Chemistry and BiochemistryThe University of Texas at DallasRichardsonTexasUSA
| | - Arkanil Roy
- Department of Chemistry and BiochemistryThe University of Texas at DallasRichardsonTexasUSA
| | - Yazdan Maghsoud
- Department of Chemistry and BiochemistryThe University of Texas at DallasRichardsonTexasUSA
- Present address:
Department of Biochemistry and Molecular PharmacologyBaylor College of MedicineHoustonTexasUSA
| | - Sarthi Polara
- Department of Chemistry and BiochemistryThe University of Texas at DallasRichardsonTexasUSA
| | - Tanay Debnath
- Department of PhysicsThe University of Texas at DallasRichardsonTexasUSA
- Present address:
Department of Pathology and Molecular MedicineQueen's UniversityKingstonOntarioCanada
| | - G. Andrés Cisneros
- Department of Chemistry and BiochemistryThe University of Texas at DallasRichardsonTexasUSA
- Department of PhysicsThe University of Texas at DallasRichardsonTexasUSA
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Sharma G, Kaur B, Raheja Y, Kaur A, Singh V, Basotra N, Di Falco M, Tsang A, Chadha BS. Developing endophytic Penicillium oxalicum as a source of lignocellulolytic enzymes for enhanced hydrolysis of biorefinery relevant pretreated rice straw. Bioprocess Biosyst Eng 2024; 47:2055-2073. [PMID: 39249151 DOI: 10.1007/s00449-024-03085-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Accepted: 08/28/2024] [Indexed: 09/10/2024]
Abstract
Endophytic fungi, as plant symbionts, produce an elaborate array of enzymes for efficient disintegration of lignocellulosic biomass into constituent monomeric sugars, making them novel source of lignocellulolytic CAZymes with immense potential in future biorefineries. The present study reports lignocellulolytic enzymes production potential of an endophytic halotolerant Penicillium oxalicum strain isolated from Citrus limon, under submerged and solid-state fermentation (SmF & SSF, respectively), in the presence and absence of salt (1 M NaCl). The comparative QTOF-LC/MS-based exoproteome analysis of the culture extracts unveiled differential expression of CAZymes, with the higher abundance of GH6 and GH7 family cellobiohydrolase in the presence of 1 M salt. The strain improvement program, employing cyclic mutagenesis and diploidization, was utilized to develop hyper-cellulase producing mutant strains of P. oxalicum. The enzyme production of the developed strain (POx-M35) was further enhanced through statistical optimization of the culture conditions utilizing glucose mix disaccharides (GMDs) as an inducer. This optimization process resulted in the lignocellulolytic cocktail that contained high titers (U/mL) of endoglucanase (EG) (146.16), cellobiohydrolase (CBHI) (6.99), β-glucosidase (β-G) (26.21), xylanase (336.05) and FPase (2.02 U/mL), which were 5.47-, 5.54-, 8.55-, 4.96-, and 4.39-fold higher when compared to the enzyme titers obtained in wild HP1, respectively. Furthermore, the lignocellulolytic cocktails designed by blending secretome produced by mutant POx-M35 with xylanases (GH10 and GH11) derived from Malbranchea cinnamomea resulted in efficient hydrolysis of unwashed acid pretreated (UWAP) rice straw slurry and mild alkali deacetylated (MAD) rice straw. This study underscores the potential of bioprospecting novel fungus and developing an improved strain for optimized production and constitution of lignocellulolytic cocktails that can be an important determinant in advancing biomass conversion technologies.
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Affiliation(s)
- Gaurav Sharma
- Department of Microbiology, Guru Nanak Dev University, Amritsar, 143005, Punjab, India
| | - Baljit Kaur
- Department of Microbiology, Guru Nanak Dev University, Amritsar, 143005, Punjab, India
| | - Yashika Raheja
- Department of Microbiology, Guru Nanak Dev University, Amritsar, 143005, Punjab, India
| | - Amarjeet Kaur
- Department of Microbiology, Guru Nanak Dev University, Amritsar, 143005, Punjab, India
| | - Varinder Singh
- Department of Microbiology, Guru Nanak Dev University, Amritsar, 143005, Punjab, India
| | - Neha Basotra
- Department of Microbiology, Guru Nanak Dev University, Amritsar, 143005, Punjab, India
| | - Marcos Di Falco
- Center for Structural and Functional Genomics, Concordia University, 7141 Sherbrooke Street West, Montreal, QC, H4B 1R6, Canada
| | - Adrian Tsang
- Center for Structural and Functional Genomics, Concordia University, 7141 Sherbrooke Street West, Montreal, QC, H4B 1R6, Canada
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Zhu S, Tang G, Yang Z, Han R, Deng W, Shen X, Huang R. Fine mapping of a major QTL, qECQ8, for rice taste quality. BMC PLANT BIOLOGY 2024; 24:1034. [PMID: 39478453 PMCID: PMC11526670 DOI: 10.1186/s12870-024-05744-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Accepted: 10/23/2024] [Indexed: 11/02/2024]
Abstract
BACKGROUND Rice ECQ (eating and cooking quality) is an important determinant of rice consumption and market expansion. Therefore, improvement of ECQ is one of the primary goals in rice breeding. However, ECQ-related quantitative trait loci (QTL) have not yet been fully revealed. The present study aimed to identify a major effect QTL for rice taste, an important component of ECQ via genotyping-by-sequencing, to reveal the associated molecular mechanisms, and to predict key candidate genes. RESULTS A population of F9 recombinant inbred lines resulting from a cross between R668 (national standard of high-quality third class) and R838 (common edible rice) was used to construct a high-density genetic map (2,295.062 cM). The map comprises 639,504 markers distributed on 12 linkage elements with an average genetic distance of 0.004 cM. We detected a major taste-related QTL, qECQ8, which explained 41.4% of phenotypic variance and had LOD values of 4.42-7.73. Using a five-generation NIL population from the backcross of "Ganxiangzhan No. 1" carrying qECQ8 with the recurrent parent R838 (without qECQ8), we narrowed qECQ8 to a 187.5 kb interval between markers M33 and M37 on Chr8. Comparative transcriptomic analysis revealed that photosynthesis, glyoxylate and dicarboxylate metabolism, carbon fixation in photosynthetic organisms, and alpha-linolenic acid metabolism were induced in developing seeds of lines containing qECQ8. Furthermore, we identified two candidate genes in the qECQ8 region, including LOC_Os08g30550 (zinc knuckle family protein), a major candidate for genetic-assisted breeding of high-quality rice. CONCLUSION Our findings provide important genetic resources for targeted improvement of rice taste quality and may facilitate the genetic breeding of rice ECQ.
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Affiliation(s)
- Shan Zhu
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China
| | - Guoping Tang
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China
| | - Zhou Yang
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China
| | - Ruicai Han
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China
| | - Wei Deng
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China
| | - Xianhua Shen
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China
| | - Renliang Huang
- National Engineering Research Center of Rice (Nanchang); Key Laboratory of Germplasm innovation and Breeding of Double-cropping Rice (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs; Bio-breeding Innovation Center of Jiangxi province (JXBIC); Rice Research Institute, Jiangxi Academy of Agricultural Sciences, Nanchang, 330200, China.
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Skodra C, Michailidis M, Moysiadis T, Stamatakis G, Ganopoulou M, Adamakis IDS, Angelis L, Ganopoulos I, Tanou G, Samiotaki M, Bazakos C, Molassiotis A. Disclosing the molecular basis of salinity priming in olive trees using proteogenomic model discovery. PLANT PHYSIOLOGY 2023; 191:1913-1933. [PMID: 36508356 PMCID: PMC10022641 DOI: 10.1093/plphys/kiac572] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 09/23/2022] [Accepted: 11/11/2022] [Indexed: 05/13/2023]
Abstract
Plant responses to salinity are becoming increasingly understood, however, salt priming mechanisms remain unclear, especially in perennial fruit trees. Herein, we showed that low-salt pre-exposure primes olive (Olea europaea) plants against high salinity stress. We then performed a proteogenomic study to characterize priming responses in olive roots and leaves. Integration of transcriptomic and proteomic data along with metabolic data revealed robust salinity changes that exhibit distinct or overlapping patterns in olive tissues, among which we focused on sugar regulation. Using the multi-crossed -omics data set, we showed that major differences between primed and nonprimed tissues are mainly associated with hormone signaling and defense-related interactions. We identified multiple genes and proteins, including known and putative regulators, that reported significant proteomic and transcriptomic changes between primed and nonprimed plants. Evidence also supported the notion that protein post-translational modifications, notably phosphorylations, carbonylations and S-nitrosylations, promote salt priming. The proteome and transcriptome abundance atlas uncovered alterations between mRNA and protein quantities within tissues and salinity conditions. Proteogenomic-driven causal model discovery also unveiled key interaction networks involved in salt priming. Data generated in this study are important resources for understanding salt priming in olive tree and facilitating proteogenomic research in plant physiology.
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Affiliation(s)
- Christina Skodra
- Laboratory of Pomology, Department of Horticulture, Aristotle University of Thessaloniki, Thessaloniki-Thermi 57001, Greece
| | - Michail Michailidis
- Laboratory of Pomology, Department of Horticulture, Aristotle University of Thessaloniki, Thessaloniki-Thermi 57001, Greece
| | - Theodoros Moysiadis
- Institute of Plant Breeding and Genetic Resources, ELGO-DIMITRA, Thessaloniki-Thermi 570001, Greece
- Department of Computer Science, School of Sciences and Engineering, University of Nicosia, Nicosia 2417, Cyprus
| | - George Stamatakis
- Institute for Bioinnovation, Biomedical Sciences Research Center “Alexander Fleming”, Vari 16672, Greece
| | - Maria Ganopoulou
- School of Informatics, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece
| | | | - Lefteris Angelis
- School of Informatics, Aristotle University of Thessaloniki, Thessaloniki 54124, Greece
| | - Ioannis Ganopoulos
- Institute of Plant Breeding and Genetic Resources, ELGO-DIMITRA, Thessaloniki-Thermi 570001, Greece
- Joint Laboratory of Horticulture, ELGO-DIMITRA, Thessaloniki-Thermi 57001, Greece
| | - Georgia Tanou
- Joint Laboratory of Horticulture, ELGO-DIMITRA, Thessaloniki-Thermi 57001, Greece
- Institute of Soil and Water Resources, ELGO-DIMITRA, Thessaloniki-Thermi 57001, Greece
| | - Martina Samiotaki
- Institute for Bioinnovation, Biomedical Sciences Research Center “Alexander Fleming”, Vari 16672, Greece
| | - Christos Bazakos
- Institute of Plant Breeding and Genetic Resources, ELGO-DIMITRA, Thessaloniki-Thermi 570001, Greece
- Joint Laboratory of Horticulture, ELGO-DIMITRA, Thessaloniki-Thermi 57001, Greece
- Department of Comparative Development and Genetics, Max Planck Institute for Plant Breeding Research, Cologne 50829, Germany
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Devate NB, Krishna H, Mishra CN, Manjunath KK, Sunilkumar VP, Chauhan D, Singh S, Sinha N, Jain N, Singh GP, Singh PK. Genetic dissection of marker trait associations for grain micro-nutrients and thousand grain weight under heat and drought stress conditions in wheat. FRONTIERS IN PLANT SCIENCE 2023; 13:1082513. [PMID: 36726675 PMCID: PMC9885108 DOI: 10.3389/fpls.2022.1082513] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 12/15/2022] [Indexed: 06/18/2023]
Abstract
Introduction Wheat is grown and consumed worldwide, making it an important staple food crop for both its calorific and nutritional content. In places where wheat is used as a staple food, suboptimal micronutrient content levels, especially of grain iron (Fe) and zinc (Zn), can lead to malnutrition. Grain nutrient content is influenced by abiotic stresses, such as drought and heat stress. The best method for addressing micronutrient deficiencies is the biofortification of food crops. The prerequisites for marker-assisted varietal development are the identification of the genomic region responsible for high grain iron and zinc contents and an understanding of their genetics. Methods A total of 193 diverse wheat genotypes were evaluated under drought and heat stress conditions across the years at the Indian Agricultural Research Institute (IARI), New Delhi, under timely sown irrigated (IR), restricted irrigated (RI) and late sown (LS) conditions. Grain iron content (GFeC) and grain zinc content (GZnC) were estimated from both the control and treatment groups. Genotyping of all the lines under study was carried out with the single nucleotide polymorphisms (SNPs) from Breeder's 35K Axiom Array. Result and Discussion Three subgroups were observed in the association panel based on both principal component analysis (PCA) and dendrogram analysis. A large whole-genome linkage disequilibrium (LD) block size of 3.49 Mb was observed. A genome-wide association study identified 16 unique stringent marker trait associations for GFeC, GZnC, and 1000-grain weight (TGW). In silico analysis demonstrated the presence of 28 potential candidate genes in the flanking region of 16 linked SNPs, such as synaptotagmin-like mitochondrial-lipid-binding domain, HAUS augmin-like complex, di-copper center-containing domain, protein kinase, chaperonin Cpn60, zinc finger, NUDIX hydrolase, etc. Expression levels of these genes in vegetative tissues and grain were also found. Utilization of identified markers in marker-assisted breeding may lead to the rapid development of biofortified wheat genotypes to combat malnutrition.
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Affiliation(s)
- Narayana Bhat Devate
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | - Hari Krishna
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | | | | | - V. P. Sunilkumar
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | - Divya Chauhan
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | - Shweta Singh
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | - Nivedita Sinha
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | - Neelu Jain
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
| | | | - Pradeep Kumar Singh
- Division of Genetics, ICAR-Indian Agricultural research institute, New Delhi, India
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Singh J, Kaushik S, Maharana C, Jhingan GD, Dhar DW. Elevated inorganic carbon and salinity enhances photosynthesis and ATP synthesis in picoalga Picocystis salinarum as revealed by label free quantitative proteomics. Front Microbiol 2023; 14:1059199. [PMID: 36937286 PMCID: PMC10020504 DOI: 10.3389/fmicb.2023.1059199] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Accepted: 01/27/2023] [Indexed: 03/06/2023] Open
Abstract
Saline soda lakes are of immense ecological value as they niche some of the most exclusive haloalkaliphilic communities dominated by bacterial and archaeal domains, with few eukaryotic algal representatives. A handful reports describe Picocystis as a key primary producer with great production rates in extremely saline alkaline habitats. An extremely haloalkaliphilic picoalgal strain, Picocystis salinarum SLJS6 isolated from hypersaline soda lake Sambhar, Rajasthan, India, grew robustly in an enriched soda lake medium containing mainly Na2CO3, 50 g/l; NaHCO3, 50 g/l, NaCl, 50 g/l (salinity ≈150‰) at pH 10. To elucidate the molecular basis of such adaptation to high inorganic carbon and NaCl concentrations, a high-throughput label-free quantitation based quantitative proteomics approach was applied. Out of the total 383 proteins identified in treated samples, 225 were differentially abundant proteins (DAPs), of which 150 were statistically significant (p < 0.05) including 70 upregulated and 64 downregulated proteins after 3 days of growth in highly saline-alkaline medium. Most DAPs were involved in photosynthesis, oxidative phosphorylation, glucose metabolism and ribosomal structural components envisaging that photosynthesis and ATP synthesis were central to the salinity-alkalinity response. Key components of photosynthetic machinery like photosystem reaction centres, adenosine triphosphate (ATP) synthase ATP, Rubisco, Fructose-1,6-bisphosphatase, Fructose-bisphosphate aldolase were highly upregulated. Enzymes peptidylprolyl isomerases (PPIase), important for correct protein folding showed remarkable marked-up regulation along with other chaperon proteins indicating their role in osmotic adaptation. Enhanced photosynthetic activity exhibited by P. salinarum in highly saline-alkaline condition is noteworthy as photosynthesis is suppressed under hyperosmotic conditions in most photosynthetic organisms. The study provided the first insights into the proteome of extremophilic alga P. salinarum exhibiting extraordinary osmotic adaptation and proliferation in polyextreme conditions prevailing in saline sodic ecosystems, potentially unraveling the basis of resilience in this not so known organism and paves the way for a promising future candidate for biotechnological applications and model organism for deciphering the molecular mechanisms of osmotic adaptation. The mass spectrometry proteomics data is available at the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD037170.
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Affiliation(s)
- Jyoti Singh
- Centre for Conservation and Utilization of Blue Green Algae, Division of Microbiology, Indian Agricultural Research Institute, New Delhi, India
- Department of Earth Sciences, Pondicherry University, Puducherry, India
- *Correspondence: Jyoti Singh,
| | - Shubham Kaushik
- Vproteomics, Valerian Chem Private Limited, New Delhi, India
| | - Chinmaya Maharana
- Department of Earth Sciences, Pondicherry University, Puducherry, India
- Water Technology Centre, Indian Agricultural Research Institute, New Delhi, India
| | | | - Dolly Wattal Dhar
- Centre for Conservation and Utilization of Blue Green Algae, Division of Microbiology, Indian Agricultural Research Institute, New Delhi, India
- School of Agricultural Sciences, Sharda University, Greater Noida, Uttar Pradesh, India
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Suri A, Singh H, Kaur K, Kaachra A, Singh P. Genome-wide characterization of FK506-binding proteins, parvulins and phospho-tyrosyl phosphatase activators in wheat and their regulation by heat stress. FRONTIERS IN PLANT SCIENCE 2022; 13:1053524. [PMID: 36589073 PMCID: PMC9797600 DOI: 10.3389/fpls.2022.1053524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Accepted: 11/23/2022] [Indexed: 06/17/2023]
Abstract
Peptidyl-prolyl cis-trans isomerases (PPIases) are ubiquitous proteins which are essential for cis-trans isomerisation of peptide bonds preceding the proline residue. PPIases are categorized into four sub-families viz., cyclophilins, FK506-binding proteins (FKBPs), parvulins and protein phosphatase 2A phosphatase activators (PTPAs). Apart from catalysing the cis-trans isomerization, these proteins have also been implicated in diverse cellular functions. Though PPIases have been identified in several important crop plants, information on these proteins, except cyclophilins, is scanty in wheat. In order to understand the role of these genes in wheat, we carried out genome-wide identification using computational approaches. The present study resulted in identification of 71 FKBP (TaFKBP) 12 parvulin (TaPar) and 3 PTPA (TaPTPA) genes in hexaploid wheat genome, which are distributed on different chromosomes with uneven gene densities. The TaFKBP and TaPar proteins, besides PPIase domain, also contain additional domains, indicating functional diversification. In silico prediction also revealed that TaFKBPs are localized to ER, nucleus, chloroplast and cytoplasm, while the TaPars are confined to cytoplasm and nucleus. The TaPTPAs, on the contrary, appear to be present only in the cytoplasm. Evolutionary studies predicted that most of the TaFKBP, TaPar and TaPTPA genes in hexaploid wheat have been derived from their progenitor species, with some events of loss or gain. Syntenic analysis revealed the presence of many collinear blocks of TaFKBP genes in wheat and its sub-genome donors. qRT-PCR analysis demonstrated that expression of TaFKBP and TaPar genes is regulated differentially by heat stress, suggesting their likely involvement in thermotolerance. The findings of this study will provide basis for further functional characterization of these genes and their likely applications in crop improvement.
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Affiliation(s)
- Anantika Suri
- Department of Biotechnology, Guru Nanak Dev University, Amritsar, India
| | - Harpreet Singh
- Department of Bioinformatics, Hans Raj Mahila Maha Vidyalaya, Jalandhar, India
| | - Kirandeep Kaur
- Department of Biotechnology, Guru Nanak Dev University, Amritsar, India
| | - Anish Kaachra
- Biotechnology Division, Institute of Himalayan Bioresource Technology, Council of Scientific and Industrial Research, Palampur, HP, India
| | - Prabhjeet Singh
- Department of Biotechnology, Guru Nanak Dev University, Amritsar, India
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