1
|
Peng S, Ali Sabir I, Hu X, Chen J, Qin Y. Advancements in Reference Gene Selection for Fruit Trees: A Comprehensive Review. Int J Mol Sci 2024; 25:1142. [PMID: 38256212 PMCID: PMC10816256 DOI: 10.3390/ijms25021142] [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: 11/26/2023] [Revised: 12/30/2023] [Accepted: 01/09/2024] [Indexed: 01/24/2024] Open
Abstract
Real-time quantitative polymerase chain reaction (qRT-PCR) has been widely used in gene expression analyses due to its advantages of sensitivity, accuracy and high throughput. The stability of internal reference genes has progressively emerged as a major factor affecting the precision of qRT-PCR results. However, the stability of the expression of the reference genes needs to be determined further in different cells or organs, physiological and experimental conditions. Methods for evaluating these candidate internal reference genes have also evolved from simple single software evaluation to more reliable and accurate internal reference gene evaluation by combining different software tools in a comprehensive analysis. This study intends to provide a definitive reference for upcoming research that will be conducted on fruit trees. The primary focus of this review is to summarize the research progress in recent years regarding the selection and stability analysis of candidate reference genes for different fruit trees.
Collapse
Affiliation(s)
- Shujun Peng
- Guangdong Provincial Key Laboratory of Postharvest Science of Fruits and Vegetables, College of Horticulture, South China Agricultural University, Guangzhou 510642, China; (S.P.); (X.H.); (J.C.)
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (South China), Ministry of Agriculture and Rural Affairs, College of Horticulture, South China Agricultural University, Guangzhou 510642, China;
| | - Irfan Ali Sabir
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (South China), Ministry of Agriculture and Rural Affairs, College of Horticulture, South China Agricultural University, Guangzhou 510642, China;
| | - Xinglong Hu
- Guangdong Provincial Key Laboratory of Postharvest Science of Fruits and Vegetables, College of Horticulture, South China Agricultural University, Guangzhou 510642, China; (S.P.); (X.H.); (J.C.)
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (South China), Ministry of Agriculture and Rural Affairs, College of Horticulture, South China Agricultural University, Guangzhou 510642, China;
| | - Jiayi Chen
- Guangdong Provincial Key Laboratory of Postharvest Science of Fruits and Vegetables, College of Horticulture, South China Agricultural University, Guangzhou 510642, China; (S.P.); (X.H.); (J.C.)
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (South China), Ministry of Agriculture and Rural Affairs, College of Horticulture, South China Agricultural University, Guangzhou 510642, China;
| | - Yonghua Qin
- Guangdong Provincial Key Laboratory of Postharvest Science of Fruits and Vegetables, College of Horticulture, South China Agricultural University, Guangzhou 510642, China; (S.P.); (X.H.); (J.C.)
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (South China), Ministry of Agriculture and Rural Affairs, College of Horticulture, South China Agricultural University, Guangzhou 510642, China;
| |
Collapse
|
2
|
Cao H, Li H, Lu L, Ji Y, Ma L, Li S. Screening and Validation of Internal Reference Genes for Quantitative Real-Time PCR Analysis of Leaf Color Mutants in Dendrobium officinale. Genes (Basel) 2023; 14:genes14051112. [PMID: 37239472 DOI: 10.3390/genes14051112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 05/12/2023] [Accepted: 05/17/2023] [Indexed: 05/28/2023] Open
Abstract
Leaf color mutants (LCMs) are important resources for studying diverse metabolic processes such as chloroplast biogenesis and differentiation, pigments' biosynthesis and accumulation, and photosynthesis. However, in Dendrobium officinale, LCMs are yet to be fully studied and exploited due to the unavailability of reliable RGs (reference genes) for qRT-PCR (quantitative real-time reverse transcription PCR) normalization. Hence, this study took advantage of previously released transcriptome data to select and evaluate the suitability of ten candidate RGs, including Actin (Actin), polyubiquitin (UBQ), glyceraldehyde-3-phosphate dehydrogenase (GAPDH), elongation factor 1-α (EF1α), β-tubulin (β-TUB), α-tubulin (α-TUB), 60S ribosomal protein L13-1 (RPL13AD), aquaporin PIP1-2 (PIP1-2), Intima protein (ALB3) and Cyclin (CYCB1-2) for normalizing leaf color-related genes' expression levels via qRT-PCR. Stability rankings analysis via common software Best-Keeper, GeNorm, and NormFinder disclosed that all ten genes met the requirements of RGs. Of them, EF1α exhibited the highest stability and was selected as the most reliable. The reliability and accuracy of EF1α were confirmed through qRT-PCR analysis of fifteen chlorophyll pathway-related genes. The expression patterns of these genes via EF1α normalization were consistent with the results by RNA-Seq. Our results offer key genetic resources for the functional characterization of leaf color-related genes and will pave the way for molecular dissection of leaf color mutations in D. officinale.
Collapse
Affiliation(s)
- Hua Cao
- Flower Research Institute of Yunnan Academy of Agricultural Sciences, Kunming 650205, China
| | - Han Li
- Flower Research Institute of Yunnan Academy of Agricultural Sciences, Kunming 650205, China
| | - Lin Lu
- Flower Research Institute of Yunnan Academy of Agricultural Sciences, Kunming 650205, China
| | - Yulu Ji
- Fujian Forestry Science and Technology Experimental Center, Zhangzhou 363600, China
| | - Lulin Ma
- Flower Research Institute of Yunnan Academy of Agricultural Sciences, Kunming 650205, China
| | - Shenchong Li
- National Engineering Technology Research Center for Ornamental Horticulture, No. 2238 Beijing Road, Kunming 650204, China
| |
Collapse
|
3
|
Ren W, Chen L, Xie ZM, Peng X. Combined transcriptome and metabolome analysis revealed pathways involved in improved salt tolerance of Gossypium hirsutum L. seedlings in response to exogenous melatonin application. BMC PLANT BIOLOGY 2022; 22:552. [PMID: 36451095 PMCID: PMC9710056 DOI: 10.1186/s12870-022-03930-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Accepted: 11/07/2022] [Indexed: 06/17/2023]
Abstract
BACKGROUND Salinization is major abiotic stress limiting cotton production. Melatonin (MT) has been implicated in salt stress tolerance in multiple crops including upland cotton. Here, we explored the transcriptomic and metabolomic response of a salt-tolerant self-bred high-yielding cotton line SDS-01, which was exogenously sprayed with four MT concentrations (50, 100, 200, and 500 μM). RESULTS Here we found that MT improves plant biomass and growth under salt stress. The combined transcriptome sequencing and metabolome profiling approach revealed that photosynthetic efficiency is improved by increasing the expressions of chlorophyll metabolism and antenna proteins in MT-treated seedlings. Additionally, linoleic acid and flavonoid biosynthesis were improved after MT treatment. The Na+/K+ homeostasis-related genes were increasingly expressed in salt-stressed seedlings treated with MT as compared to the ones experiencing only salt stress. Melatonin treatment activated a cascade of plant-hormone signal transduction and reactive oxygen scavenging genes to alleviate the detrimental effects of salt stress. The global metabolome profile revealed an increased accumulation of flavonoids, organic acids, amino acids and derivatives, saccharides, and phenolic acids in MT-treated seedlings. Interestingly, N, N'-Diferuloylputrescine a known antioxidative compound was highly accumulated after MT treatment. CONCLUSION Collectively, our study concludes that MT is a salt stress regulator in upland cotton and alleviates salt-stress effects by modulating the expressions of photosynthesis (and related pathways), flavonoid, ROS scavenging, hormone signaling, linoleic acid metabolism, and ion homeostasis-related genes.
Collapse
Affiliation(s)
- Wei Ren
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, 830011 China
- China Fukang Station of Desert Ecology, Chinese Academy of Sciences, Fukang, 831505 Xinjiang China
| | - Li Chen
- State Key Laboratory of Desert and Oasis Ecology, Xinjiang Institute of Ecology and Geography, Chinese Academy of Sciences, Urumqi, 830011 China
- China Fukang Station of Desert Ecology, Chinese Academy of Sciences, Fukang, 831505 Xinjiang China
| | - Zong ming Xie
- Xinjiang Production & Construction Group Key Laboratory of Crop Germplasm Enhancement and Gene Resources Utilization, Xinjiang Academy of Agricultural and Reclamation Science, Shihezi, 832000, Xinjiang China
| | - Xiaofeng Peng
- Agricultural Science Research Institute of the third division of Xinjiang production and Construction Corps, Tumushuke, 843800 Xinjiang China
| |
Collapse
|
4
|
Pan ZJ, Nien YC, Shih YA, Chen TY, Lin WD, Kuo WH, Hsu HC, Tu SL, Chen JC, Wang CN. Transcriptomic Analysis Suggests Auxin Regulation in Dorsal-Ventral Petal Asymmetry of Wild Progenitor Sinningia speciosa. Int J Mol Sci 2022; 23:2073. [PMID: 35216188 PMCID: PMC8876764 DOI: 10.3390/ijms23042073] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 01/22/2022] [Accepted: 02/11/2022] [Indexed: 01/27/2023] Open
Abstract
The establishment of dorsal-ventral (DV) petal asymmetry is accompanied by differential growth of DV petal size, shape, and color differences, which enhance ornamental values. Genes involved in flower symmetry in Sinningia speciosa have been identified as CYCLOIDEA (SsCYC), but which gene regulatory network (GRN) is associated with SsCYC to establish DV petal asymmetry is still unknown. To uncover the GRN of DV petal asymmetry, we identified 630 DV differentially expressed genes (DV-DEGs) from the RNA-Seq of dorsal and ventral petals in the wild progenitor, S. speciosa 'ES'. Validated by qRT-PCR, genes in the auxin signaling transduction pathway, SsCYC, and a major regulator of anthocyanin biosynthesis were upregulated in dorsal petals. These genes correlated with a higher endogenous auxin level in dorsal petals, with longer tube length growth through cell expansion and a purple dorsal color. Over-expression of SsCYC in Nicotiana reduced petal size by regulating cell growth, suggesting that SsCYC also controls cell expansion. This suggests that auxin and SsCYC both regulate DV petal asymmetry. Transiently over-expressed SsCYC, however, could not activate most major auxin signaling genes, suggesting that SsCYC may not trigger auxin regulation. Whether auxin can activate SsCYC or whether they act independently to regulate DV petal asymmetry remains to be explored in the future.
Collapse
Affiliation(s)
- Zhao-Jun Pan
- Department of Life Science, National Taiwan University, Taipei 10617, Taiwan; (Z.-J.P.); (Y.-C.N.); (Y.-A.S.); (T.-Y.C.)
| | - Ya-Chi Nien
- Department of Life Science, National Taiwan University, Taipei 10617, Taiwan; (Z.-J.P.); (Y.-C.N.); (Y.-A.S.); (T.-Y.C.)
| | - Yu-An Shih
- Department of Life Science, National Taiwan University, Taipei 10617, Taiwan; (Z.-J.P.); (Y.-C.N.); (Y.-A.S.); (T.-Y.C.)
| | - Tsun-Ying Chen
- Department of Life Science, National Taiwan University, Taipei 10617, Taiwan; (Z.-J.P.); (Y.-C.N.); (Y.-A.S.); (T.-Y.C.)
| | - Wen-Dar Lin
- Institute of Plant and Microbial Biology, Academia Sinica, Taipei 11529, Taiwan; (W.-D.L.); (S.-L.T.)
| | - Wen-Hsi Kuo
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan; (W.-H.K.); (H.-C.H.)
| | - Hao-Chun Hsu
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan; (W.-H.K.); (H.-C.H.)
| | - Shih-Long Tu
- Institute of Plant and Microbial Biology, Academia Sinica, Taipei 11529, Taiwan; (W.-D.L.); (S.-L.T.)
| | - Jen-Chih Chen
- Institute of Biotechnology, National Taiwan University, Taipei 10617, Taiwan
| | - Chun-Neng Wang
- Department of Life Science, National Taiwan University, Taipei 10617, Taiwan; (Z.-J.P.); (Y.-C.N.); (Y.-A.S.); (T.-Y.C.)
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan; (W.-H.K.); (H.-C.H.)
| |
Collapse
|
5
|
Qi Z, Liu Y, Yang H, Yang X, Wang H, Liu B, Yuan Y, Wang G, Xu B, Liu W, Xu Z, Deng Y. Protective role of m 6A binding protein YTHDC2 on CCNB2 in manganese-induced spermatogenesis dysfunction. Chem Biol Interact 2022; 351:109754. [PMID: 34822792 DOI: 10.1016/j.cbi.2021.109754] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 10/22/2021] [Accepted: 11/16/2021] [Indexed: 01/16/2023]
Abstract
Human infertility has become the third largest serious disease in the world, seriously affecting the quality of human fertility. Studies have shown that manganese (Mn) can accumulate in the testis through the blood-testicular barrier and damage the male reproductive system. However, the mechanism has not been explored clearly. Recent studies have reported that YTH domain-containing 2 (YTHDC2) can regulate reproductive function. However, none has explored the role of YTHDC2 in Mn-induced reproductive toxicity. The present study investigated whether YTHDC2/CyclinB2 (CCNB2) pathway participates in Mn-induced reproductive toxicity using Kunming mice, spermatogonia, and the seminal plasma of male workers. The mice were received intraperitoneal (i.p.) injections of 0, 12.5, 25, and 50 mg/kg MnCl2 once daily for 2 weeks. The cells were treated with 0, 100, 200 and 400 μM MnCl2 for 24 h. Here, we found that occupational Mn exposure significantly increased Mn levels in the seminal plasma of male workers, while decreased sperm density, semen quality, and the levels of YTHDC2, CCNB1, and CCNB2. We found that Mn can inhibit the YTHDC2/CCNB2 signaling pathway and block the G2/M phase of the cell cycle. Moreover, the morphology of cells and the histomorphology of mice testis were injured. Notably, over-expression (OE) of YTHDC2 increased CCNB2 levels, reduced cell cycle arrest, and improved reproductive toxicity after Mn exposure. These findings suggest that the YTHDC2/CCNB2 signaling pathway participates in Mn-induced reproductive toxicity, and OE of YTHDC2 can mitigate the toxicity of Mn.
Collapse
Affiliation(s)
- Zhipeng Qi
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Yanan Liu
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China; Department of Preventive Health, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), Zhuhai, Guangdong, People's Republic of China.
| | - Haibo Yang
- Department of Occupational Diseases, Linyi People's Hospital, Shandong, People's Republic of China.
| | - Xinxin Yang
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Haiying Wang
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Bingchen Liu
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Yuan Yuan
- Center of Experiment, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Gang Wang
- Center of Experiment, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Bin Xu
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Wei Liu
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Zhaofa Xu
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| | - Yu Deng
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, Liaoning, People's Republic of China.
| |
Collapse
|
6
|
Identification of Appropriate Reference Genes for Normalizing miRNA Expression in Citrus Infected by Xanthomonas citri subsp. citri. Genes (Basel) 2019; 11:genes11010017. [PMID: 31877985 PMCID: PMC7017248 DOI: 10.3390/genes11010017] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Revised: 12/13/2019] [Accepted: 12/16/2019] [Indexed: 01/01/2023] Open
Abstract
MicroRNAs (miRNAs) are short noncoding RNA molecules that regulate gene expression at the posttranscriptional level. Reverse transcription-quantitative PCR (RT-qPCR) is one of the most common methods used for quantification of miRNA expression, and the levels of expression are normalized by comparing with reference genes. Thus, the selection of reference genes is critically important for accurate quantification. The present study was intended to identify appropriate miRNA reference genes for normalizing the level of miRNA expression in Citrus sinensis L. Osbeck and Citrus reticulata Blanco infected by Xanthomonas citri subsp. citri, which caused citrus canker disease. Five algorithms (Delta Ct, geNorm, NormFinder, BestKeeper and RefFinder) were used for screening reference genes, and two quantification approaches, poly(A) extension RT-qPCR and stem-loop RT-qPCR, were used to determine the most appropriate method for detecting expression patterns of miRNA. An overall comprehensive ranking output derived from the multi-algorithms showed that poly(A)-tailed miR162-3p/miR472 were the best reference gene combination for miRNA RT-qPCR normalization in citrus canker research. Candidate reference gene expression profiles determined by poly(A) RT-qPCR were more consistent in the two citrus species. To the best of our knowledge, this is the first systematic comparison of two miRNA quantification methods for evaluating reference genes. These results highlight the importance of rigorously assessing candidate reference genes and clarify some contradictory results in miRNA research on citrus.
Collapse
|
7
|
Smitha PK, Vishnupriyan K, Kar AS, Anil Kumar M, Bathula C, Chandrashekara KN, Dhar SK, Das M. Genome wide search to identify reference genes candidates for gene expression analysis in Gossypium hirsutum. BMC PLANT BIOLOGY 2019; 19:405. [PMID: 31521126 PMCID: PMC6744693 DOI: 10.1186/s12870-019-1988-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Accepted: 08/26/2019] [Indexed: 05/12/2023]
Abstract
BACKGROUND Cotton is one of the most important commercial crops as the source of natural fiber, oil and fodder. To protect it from harmful pest populations number of newer transgenic lines have been developed. For quick expression checks in successful agriculture qPCR (quantitative polymerase chain reaction) have become extremely popular. The selection of appropriate reference genes plays a critical role in the outcome of such experiments as the method quantifies expression of the target gene in comparison with the reference. Traditionally most commonly used reference genes are the "house-keeping genes", involved in basic cellular processes. However, expression levels of such genes often vary in response to experimental conditions, forcing the researchers to validate the reference genes for every experimental platform. This study presents a data science driven unbiased genome-wide search for the selection of reference genes by assessing variation of > 50,000 genes in a publicly available RNA-seq dataset of cotton species Gossypium hirsutum. RESULT Five genes (TMN5, TBL6, UTR5B, AT1g65240 and CYP76B6) identified by data-science driven analysis, along with two commonly used reference genes found in literature (PP2A1 and UBQ14) were taken through qPCR in a set of 33 experimental samples consisting of different tissues (leaves, square, stem and root), different stages of leaf (young and mature) and square development (small, medium and large) in both transgenic and non-transgenic plants. Expression stability of the genes was evaluated using four algorithms - geNorm, BestKeeper, NormFinder and RefFinder. CONCLUSION Based on the results we recommend the usage of TMN5 and TBL6 as the optimal candidate reference genes in qPCR experiments with normal and transgenic cotton plant tissues. AT1g65240 and PP2A1 can also be used if expression study includes squares. This study, for the first time successfully displays a data science driven genome-wide search method followed by experimental validation as a method of choice for selection of stable reference genes over the selection based on function alone.
Collapse
Affiliation(s)
- P. K. Smitha
- Department of Biotechnology, Research and Development Centre, Bharathiar University, Coimbatore, Tamil Nadu 641 046 India
- Beyond Antibody LLP, S-005 Krishna Greens, Krishna Temple Road, Dodda Bomasandra, Bangalore, Karnataka 560 097 India
| | - K. Vishnupriyan
- Tumor Immunology Program, DSRG1, MSCTR, MSMF, Mazumdar Shaw Medical Centre, 8th floor, Narayana Health City, Bommasandra, Bangalore, Karnataka 560 099 India
| | - Ananya S. Kar
- Tumor Immunology Program, DSRG1, MSCTR, MSMF, Mazumdar Shaw Medical Centre, 8th floor, Narayana Health City, Bommasandra, Bangalore, Karnataka 560 099 India
- School of Bio Sciences & Technology, Vellore Institute of Technology, Vellore, Tamil Nadu 632 014 India
| | - M. Anil Kumar
- Beyond Antibody LLP, S-005 Krishna Greens, Krishna Temple Road, Dodda Bomasandra, Bangalore, Karnataka 560 097 India
| | - Christopher Bathula
- Tumor Immunology Program, DSRG1, MSCTR, MSMF, Mazumdar Shaw Medical Centre, 8th floor, Narayana Health City, Bommasandra, Bangalore, Karnataka 560 099 India
| | - K. N. Chandrashekara
- Division of Plant Physiology and Biotechnology, UPASI Tea Research Foundation, Tea Research Institute, Nirar Dam, Valparai, Coimbatore, Tamil Nadu 642 127 India
| | - Sujan K. Dhar
- Beyond Antibody LLP, S-005 Krishna Greens, Krishna Temple Road, Dodda Bomasandra, Bangalore, Karnataka 560 097 India
| | - Manjula Das
- Tumor Immunology Program, DSRG1, MSCTR, MSMF, Mazumdar Shaw Medical Centre, 8th floor, Narayana Health City, Bommasandra, Bangalore, Karnataka 560 099 India
| |
Collapse
|