1
|
Mathura SR, Sutton F, Rouse-Miller J, Bowrin V. The molecular coordination of tuberization: Current status and future directions. CURRENT OPINION IN PLANT BIOLOGY 2024; 82:102655. [PMID: 39520793 DOI: 10.1016/j.pbi.2024.102655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Revised: 09/14/2024] [Accepted: 10/11/2024] [Indexed: 11/16/2024]
Abstract
The integration of bulk transcriptomic, proteomic, and genomic data generated from numerous systems biology studies of tuberizing plants has resulted in a better understanding of the molecular and morphological aspects of tuberization. The identified conserved integrated hormonal, transcriptional, and metabolic pathways of tuberization in crops from various plant lineages support the hypothesis of a fundamental tuberization process. However, further studies are required to specify the additional processes defined by the genomics and phylogeny of the particular plant lineages, which control the morphological diversity of tubers. This review summarizes the latest molecular and morphological discoveries on the tuberization process in stem tubers and tuberous roots and discusses future trajectories of the field.
Collapse
Affiliation(s)
- Sarah R Mathura
- The Department of Life Sciences, Faculty of Science and Technology, The University of the West Indies, St. Augustine, Trinidad and Tobago.
| | | | - Judy Rouse-Miller
- The Department of Life Sciences, Faculty of Science and Technology, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Valerie Bowrin
- The Department of Life Sciences, Faculty of Science and Technology, The University of the West Indies, St. Augustine, Trinidad and Tobago
| |
Collapse
|
2
|
Solé-Gil A, López A, Ombrosi D, Urbez C, Brumós J, Agustí J. Identification of MeC3HDZ1/MeCNA as a potential regulator of cassava storage root development. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2024; 339:111938. [PMID: 38072332 DOI: 10.1016/j.plantsci.2023.111938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 11/29/2023] [Accepted: 11/30/2023] [Indexed: 12/24/2023]
Abstract
The storage root (SR) of cassava is the main staple food in sub-Saharan Africa, where it feeds over 500 million people. However, little is known about the genetic and molecular regulation underlying its development. Unraveling such regulation would pave the way for biotechnology approaches aimed at enhancing cassava productivity. Anatomical studies indicate that SR development relies on the massive accumulation of xylem parenchyma, a cell-type derived from the vascular cambium. The C3HDZ family of transcription factors regulate cambial cells proliferation and xylem differentiation in Arabidopsis and other species. We thus aimed at identifying C3HDZ proteins in cassava and determining whether any of them shows preferential activity in the SR cambium and/or xylem. Using phylogeny and synteny studies, we identified eight C3HDZ proteins in cassava, namely MeCH3DZ1-8. We observed that MeC3HDZ1 is the MeC3HDZ gene displaying the highest expression in SR and that, within that organ, the gene also shows high expression in cambium and xylem. In-silico analyses revealed the existence of a number of potential C3HDZ targets displaying significant preferential expression in the SR. Subsequent Y1H analyses proved that MeC3HDZ1 can bind canonical C3HDZ binding sites, present in the promoters of these targets. Transactivation assays demonstrated that MeC3HDZ1 can regulate the expression of genes downstream of promoters harboring such binding sites, thereby demonstrating that MeC3HDZ1 has C3HDZ transcription factor activity. We conclude that MeC3HDZ1 may be a key factor for the regulation of storage root development in cassava, holding thus great promise for future biotechnology applications.
Collapse
Affiliation(s)
- Anna Solé-Gil
- Institute for Plant Molecular and Cell Biology (IBMCP), CSIC-Universitat Politècnica de Valencia, Camino de Vera S/N, 46022 València, Spain
| | - Anselmo López
- Institute for Plant Molecular and Cell Biology (IBMCP), CSIC-Universitat Politècnica de Valencia, Camino de Vera S/N, 46022 València, Spain
| | - Damiano Ombrosi
- Institute for Plant Molecular and Cell Biology (IBMCP), CSIC-Universitat Politècnica de Valencia, Camino de Vera S/N, 46022 València, Spain
| | - Cristina Urbez
- Institute for Plant Molecular and Cell Biology (IBMCP), CSIC-Universitat Politècnica de Valencia, Camino de Vera S/N, 46022 València, Spain
| | - Javier Brumós
- Institute for Plant Molecular and Cell Biology (IBMCP), CSIC-Universitat Politècnica de Valencia, Camino de Vera S/N, 46022 València, Spain.
| | - Javier Agustí
- Institute for Plant Molecular and Cell Biology (IBMCP), CSIC-Universitat Politècnica de Valencia, Camino de Vera S/N, 46022 València, Spain.
| |
Collapse
|
3
|
Mathura SR, Sutton F, Bowrin V. Genome-wide identification, characterization, and expression analysis of the sweet potato (Ipomoea batatas [L.] Lam.) ARF, Aux/IAA, GH3, and SAUR gene families. BMC PLANT BIOLOGY 2023; 23:622. [PMID: 38057702 DOI: 10.1186/s12870-023-04598-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 11/08/2023] [Indexed: 12/08/2023]
Abstract
BACKGROUND Auxins are known to have roles in the tuberization process in sweet potato (Ipomoea batatas [L.] Lam.) and these effects are mediated by various auxin signalling gene families. In this study, an analysis of the sweet potato genome was performed to identify the ARF, Aux/IAA, GH3, and SAUR auxin signalling gene family members in this crop. RESULTS A total of 29 ARF, 39 Aux/IAA, 13 GH3, and 200 SAUR sequences were obtained, and their biochemical properties and gene expression profiles were analysed. The sequences were relatively conserved based on exon-intron structure, motif analysis, and phylogenetic tree construction. In silico expression analyses of the genes in fibrous and storage roots indicated that many sequences were not differentially expressed in tuberizing and non-tuberizing roots. However, some ARF, Aux/IAA, and SAUR genes were up-regulated in tuberizing storage roots compared to non-tuberizing fibrous roots while many GH3 genes were down-regulated. Additionally, these genes were expressed in a variety of plant parts, with some genes being highly expressed in shoots, leaves, and stems while others had higher expression in the roots. Some of these genes are up-regulated during the plant's response to various hormone treatments and abiotic stresses. Quantitative RT-PCR confirmation of gene expression was also conducted, and the results were concordant with the in silico analyses. A protein-protein interaction network was predicted for the differentially expressed genes, suggesting that these genes likely form part of a complex regulatory network that controls tuberization. These results confirm those of existing studies that show that auxin signalling genes have numerous roles in sweet potato growth and development. CONCLUSION This study provides useful information on the auxin signalling gene families in Ipomoea batatas and suggests putative candidates for further studies on the role of auxin signalling in tuberization and plant development.
Collapse
Affiliation(s)
- Sarah R Mathura
- The Department of Life Sciences, The University of the West Indies, St. Augustine, Trinidad & Tobago.
| | | | - Valerie Bowrin
- The Department of Life Sciences, The University of the West Indies, St. Augustine, Trinidad & Tobago
| |
Collapse
|
4
|
Sukko N, Kalapanulak S, Saithong T. Trehalose metabolism coordinates transcriptional regulatory control and metabolic requirements to trigger the onset of cassava storage root initiation. Sci Rep 2023; 13:19973. [PMID: 37968317 PMCID: PMC10651926 DOI: 10.1038/s41598-023-47095-8] [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: 07/12/2023] [Accepted: 11/09/2023] [Indexed: 11/17/2023] Open
Abstract
Cassava storage roots (SR) are an important source of food energy and raw material for a wide range of applications. Understanding SR initiation and the associated regulation is critical to boosting tuber yield in cassava. Decades of transcriptome studies have identified key regulators relevant to SR formation, transcriptional regulation and sugar metabolism. However, there remain uncertainties over the roles of the regulators in modulating the onset of SR development owing to the limitation of the widely applied differential gene expression analysis. Here, we aimed to investigate the regulation underlying the transition from fibrous (FR) to SR based on Dynamic Network Biomarker (DNB) analysis. Gene expression analysis during cassava root initiation showed the transition period to SR happened in FR during 8 weeks after planting (FR8). Ninety-nine DNB genes associated with SR initiation and development were identified. Interestingly, the role of trehalose metabolism, especially trehalase1 (TRE1), in modulating metabolites abundance and coordinating regulatory signaling and carbon substrate availability via the connection of transcriptional regulation and sugar metabolism was highlighted. The results agree with the associated DNB characters of TRE1 reported in other transcriptome studies of cassava SR initiation and Attre1 loss of function in literature. The findings help fill the knowledge gap regarding the regulation underlying cassava SR initiation.
Collapse
Affiliation(s)
- Nattavat Sukko
- Bioinformatics and Systems Biology Program, School of Bioresources and Technology and School of Information Technology, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand
| | - Saowalak Kalapanulak
- Bioinformatics and Systems Biology Program, School of Bioresources and Technology and School of Information Technology, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand.
- School of Bioresources and Technology, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand.
- Center for Agricultural Systems Biology, Systems Biology and Bioinformatics Research Group, Pilot Plant Development and Training Institute, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand.
| | - Treenut Saithong
- Bioinformatics and Systems Biology Program, School of Bioresources and Technology and School of Information Technology, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand.
- School of Bioresources and Technology, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand.
- Center for Agricultural Systems Biology, Systems Biology and Bioinformatics Research Group, Pilot Plant Development and Training Institute, King Mongkut's University of Technology Thonburi (Bang Khun Thian), Bangkok, 10150, Thailand.
| |
Collapse
|
5
|
Mathura SR, Sutton F, Bowrin V. Characterization and expression analysis of SnRK2, PYL, and ABF/ AREB/ ABI5 gene families in sweet potato. PLoS One 2023; 18:e0288481. [PMID: 37922280 PMCID: PMC10624305 DOI: 10.1371/journal.pone.0288481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 06/27/2023] [Indexed: 11/05/2023] Open
Abstract
Abscisic acid (ABA) signaling in plants is essential to several aspects of plant development, such as tolerance to environmental stresses and growth. ABA signaling is also important for storage organ formation in crops, such as sweet potato. However, the repertoire of I. batatas ABA signaling gene families has not yet been fully characterized, so that it is unclear which members of these families are necessary for tuberization. Therefore, genome-wide identification of the sweet potato ABF/ AREB/ ABI5, SnRK2, and PYL gene families was performed, along with phylogenetic, motif, cis-regulatory element (CRE), and expression analyses. Nine ABF, eight SnRK2, and eleven PYL gene family members were identified, and there was high sequence conservation among these proteins that were revealed by phylogenetic and motif analyses. The promoter sequences of these genes had multiple CREs that were involved in hormone responses and stress responses. In silico and qRT-PCR expression analyses revealed that these genes were expressed in various tissues and that IbABF3, IbABF4, IbDPBF3, IbDPBF4, IbPYL4, IbSnRK2.1, and IbSnRK2.2 were significantly expressed during storage root development. These results are an important reference that can be used for functional validation studies to better understand how ABA signaling elicits storage root formation at the molecular level.
Collapse
Affiliation(s)
- Sarah R. Mathura
- Biochemistry Research Laboratory (Rm 216), Department of Life Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Fedora Sutton
- ScienceVisions Inc., Brookings, South Dakota, United States of America
| | - Valerie Bowrin
- Biochemistry Research Laboratory (Rm 216), Department of Life Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| |
Collapse
|
6
|
Cheng S, Liu Y, Su L, Liu X, Chu Q, He Z, Zhou X, Lu W, Jiang C, Zheng W. Physiological, anatomical and quality indexes of root tuber formation and development in chayote (Sechium edule). BMC PLANT BIOLOGY 2023; 23:413. [PMID: 37674150 PMCID: PMC10483781 DOI: 10.1186/s12870-023-04427-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Accepted: 08/29/2023] [Indexed: 09/08/2023]
Abstract
BACKGROUND Chayote is an underutilized species of Cucurbitaceae. It is rich in nutrients such as protein, minerals, phenols and its extracts have anti-cardiovascular and anti-cancer effects, making it a versatile plant for both medicinal and culinary purposes. Although research on its root tuber is limited, they are rich in starch and have a structure similar to that of potatoes, cassava, and sweet potatoes. Therefore, they can serve as potential substitutes for potatoes and offer promising prospects as agricultural and industrial resources. However, the physiological and cellular mechanisms of chayote root tuber formation and development are still unclear. RESULTS In this study, we observed the growth habit of 'Tuershao' (high yield of root tuber). The results revealed that the tuber enlargement period of 'Tuershao' lasts approximately 120 days, with the early enlargement phase occurring during 0-30 days, rapid enlargement phase during 30-90 days, and maturation phase during 90-120 days. Physiological indicators demonstrated a gradual increase in starch content as the tuber developed. The activities of sucrose synthase (SUS) and invertase (VIN) showed a consistent trend, reaching the highest level in the rapid expansion period, which was the key enzyme affecting tuber expansion. Moreover, the special petal like structure formed by the secondary phloem and secondary xylem of the tuber resulted in its enlargement, facilitating the accumulation of abundant starch within the thin-walled cells of this structure. Principal component analysis further confirmed that starch content, SUS and VIN activities, as well as the concentrations of calcium (Ca), iron (Fe), and selenium (Se), were the major factors influencing tuber development. Moreover, the low temperature environment not only promoted the growth of 'Tuershao' tubers but also enhanced the accumulation of nutritional substances. CONCLUSIONS These findings contribute to a deeper understanding of the formation and developmental mechanisms of 'Tuershao' tubers, providing valuable guidance for cultivation practices aimed at improving crop yield.
Collapse
Affiliation(s)
- Shaobo Cheng
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Yuhang Liu
- Horticulture Research Institute, Chengdu Academy of Agricultural and Forest Sciences, Chengdu, 611130, China
| | - Lihong Su
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Xuanxuan Liu
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Qianwen Chu
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Zhongqun He
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China.
| | - Xiaoting Zhou
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Wei Lu
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Chengyao Jiang
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Wangang Zheng
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| |
Collapse
|
7
|
Chang Y, Sun H, Liu S, He Y, Zhao S, Wang J, Wang T, Zhang J, Gao J, Yang Q, Li M, Zhao X. Identification of BBX gene family and its function in the regulation of microtuber formation in yam. BMC Genomics 2023; 24:354. [PMID: 37365511 DOI: 10.1186/s12864-023-09406-1] [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: 01/18/2023] [Accepted: 05/24/2023] [Indexed: 06/28/2023] Open
Abstract
BBX proteins play important roles in all of the major light-regulated developmental processes. However, no systematic analysis of BBX gene family regarding the regulation of photoperiodic microtuber formation has been previously performed in yam. In this study, a systematic analysis on the BBX gene family was conducted in three yam species, with the results, indicating that this gene plays a role in regulating photoperiodic microtuber formation. These analyses included identification the BBX gene family in three yam species, their evolutionary relationships, conserved domains, motifs, gene structure, cis-acting elements, and expressional patterns. Based on these analyses, DoBBX2/DoCOL5 and DoBBX8/DoCOL8 showing the most opposite pattern of expression during microtuber formation were selected as candidate genes for further investigation. Gene expression analysis showed DoBBX2/DoCOL5 and DoBBX8/DoCOL8 were highest expressed in leaves and exhibited photoperiod responsive expression patterns. Besides, the overexpression of DoBBX2/DoCOL5 and DoBBX8/DoCOL8 in potato accelerated tuber formation under short-day (SD) conditions, whereas only the overexpression of DoBBX8/DoCOL8 enhanced the accelerating effect of dark conditions on tuber induction. Tuber number was increased in DoBBX8/DoCOL8 overexpressing plants under dark, as well as in DoBBX2/DoCOL5 overexpressing plants under SD. Overall, the data generated in this study may form the basis of future functional characterizations of BBX genes in yam, especially regarding their regulation of microtuber formation via the photoperiodic response pathway.
Collapse
Affiliation(s)
- Yingying Chang
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
| | - Haoyuan Sun
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
| | - Shiyu Liu
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
| | - Yulong He
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
| | - Shanshan Zhao
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
| | - Jiage Wang
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
| | - Tianle Wang
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
- Engineering Technology Research Center of Nursing and Utilization of Genuine Chinese Crude Drugs in Henan Province / Engineering Laboratory of Green Medicinal Material Biotechnology of Henan Province, Xinxiang, 453007, China
| | - Jiangli Zhang
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
- Engineering Technology Research Center of Nursing and Utilization of Genuine Chinese Crude Drugs in Henan Province / Engineering Laboratory of Green Medicinal Material Biotechnology of Henan Province, Xinxiang, 453007, China
| | - Jin Gao
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
- Henan International Joint Laboratory of Agricultural Microbial Ecology and Technology, Xinxiang, 453007, China
| | - Qingxiang Yang
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China
- Henan International Joint Laboratory of Agricultural Microbial Ecology and Technology, Xinxiang, 453007, China
| | - Mingjun Li
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China.
- Engineering Technology Research Center of Nursing and Utilization of Genuine Chinese Crude Drugs in Henan Province / Engineering Laboratory of Green Medicinal Material Biotechnology of Henan Province, Xinxiang, 453007, China.
| | - Xiting Zhao
- College of Life Sciences, Henan Normal University, Xinxiang, 453007, China.
- Engineering Technology Research Center of Nursing and Utilization of Genuine Chinese Crude Drugs in Henan Province / Engineering Laboratory of Green Medicinal Material Biotechnology of Henan Province, Xinxiang, 453007, China.
| |
Collapse
|
8
|
Mathura SR. Deciphering the hormone regulatory mechanisms of storage root initiation in sweet potato: challenges and future prospects. AOB PLANTS 2023; 15:plad027. [PMID: 37292251 PMCID: PMC10244897 DOI: 10.1093/aobpla/plad027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 05/17/2023] [Indexed: 06/10/2023]
Abstract
Sweet potato (Ipomoea batatas) is an economically important food crop that is grown primarily for its edible storage roots. Several researchers have consequently been conducting studies to increase sweet potato yield, and an important aspect of this research involves understanding how storage root initiation occurs. Although significant progress has been made, several challenges associated with studying this crop have resulted in lagging progress compared to other crops and thus sweet potato storage root initiation is not clearly understood. This article highlights the most important aspects of the hormone signalling processes during storage root initiation that needs to be investigated further and suggests candidate genes that should be prioritized for further study, based on their importance in storage organ formation in other crops. Lastly, ways of overcoming the challenges associated with studying this crop are suggested.
Collapse
Affiliation(s)
- Sarah R Mathura
- The Department of Life Sciences, Faculty of Science and Technology, The University of the West Indies, St. Augustine, Trinidad and Tobago
| |
Collapse
|
9
|
Susila H, Purwestri YA. PEBP Signaling Network in Tubers and Tuberous Root Crops. PLANTS (BASEL, SWITZERLAND) 2023; 12:264. [PMID: 36678976 PMCID: PMC9865765 DOI: 10.3390/plants12020264] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 12/28/2022] [Accepted: 01/04/2023] [Indexed: 06/17/2023]
Abstract
Tubers and tuberous root crops are essential carbohydrate sources and staple foods for humans, second only to cereals. The developmental phase transition, including floral initiation and underground storage organ formation, is controlled by complex signaling processes involving the integration of environmental and endogenous cues. FLOWERING LOCUS T (FT) and TERMINAL FLOWER 1/CENTRORADIALIS (TFL1/CEN), members of the phosphatidylethanolamine-binding protein (PEBP) gene family, play a central role in this developmental phase transition process. FT and FT-like proteins have a function to promote developmental phase transition, while TFL1/CEN act oppositely. The balance between FT and TFL1/CEN is critical to ensure a successful plant life cycle. Here, we present a summarized review of the role and signaling network of PEBP in floral initiation and underground storage organ formation, specifically in tubers and tuberous root crops. Lastly, we point out several questions that need to be answered in order to have a more complete understanding of the PEBP signaling network, which is crucial for the agronomical improvement of tubers and tuberous crops.
Collapse
Affiliation(s)
- Hendry Susila
- Department of Life Sciences, Korea University, Seoul 02841, Republic of Korea
- Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
| | - Yekti Asih Purwestri
- Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
- Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta 55281, Indonesia
| |
Collapse
|
10
|
Song J, Fan B, Shao X, Zang Y, Wang D, Min Y. Single-cell transcriptome sequencing atlas of cassava tuberous root. FRONTIERS IN PLANT SCIENCE 2023; 13:1053669. [PMID: 36684718 PMCID: PMC9848496 DOI: 10.3389/fpls.2022.1053669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 12/08/2022] [Indexed: 06/17/2023]
Abstract
INTRODUCTION Single-cell transcriptome sequencing (ScRNA-seq) has emerged as an effective method for examining cell differentiation and development. In non-model plants, it hasn't been employed very much, especially in sink organs that are abundant in secondary metabolites. RESULTS In this study, we sequenced the single-cell transcriptomes at two developmental phases of cassava tuberous roots using the technology known as 10x Genomics (S1, S2). In total, 14,566 cells were grouped into 15 different cell types, primarily based on the marker genes of model plants known to exist. In the pseudotime study, the cell differentiation trajectory was defined, and the difference in gene expression between the two stages on the pseudotime axis was compared. The differentiation process of the vascular tissue and cerebral tissue was identified by the trajectory. We discovered the rare cell type known as the casparian strip via the use of up-regulated genes and pseudotime analysis, and we explained how it differentiates from endodermis. The successful creation of a protoplast isolation technique for organs rich in starch was also described in our study. DISCUSSION Together, we created the first high-resolution single-cell transcriptome atlas of cassava tuberous roots, which made significant advancements in our understanding of how these roots differentiate and develop.
Collapse
Affiliation(s)
- Jinjia Song
- Department of Biotechnology, School of Life Sciences, Hainan University, Haikou, Hainan, China
| | - Benji Fan
- Department of Biotechnology, School of Life Sciences, Hainan University, Haikou, Hainan, China
| | - Xiaodie Shao
- Department of Biotechnology, School of Life Sciences, Hainan University, Haikou, Hainan, China
| | - Yuwei Zang
- Department of Biotechnology, School of Life Sciences, Hainan University, Haikou, Hainan, China
| | - Dayong Wang
- Laboratory of Biopharmaceuticals and Molecular Pharmacology, School of Pharmaceutical Sciences, Hainan University, Haikou, Hainan, China
| | - Yi Min
- Department of Biotechnology, School of Life Sciences, Hainan University, Haikou, Hainan, China
| |
Collapse
|
11
|
Nuruzzaman M, Sato M, Okamoto S, Hoque M, Shea DJ, Fujimoto R, Shimizu M, Fukai E, Okazaki K. Comparative transcriptome analysis during tuberous stem formation in Kohlrabi (B. oleracea var. gongylodes) at early growth periods (seedling stages). PHYSIOLOGIA PLANTARUM 2022; 174:e13770. [PMID: 36018597 DOI: 10.1111/ppl.13770] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 08/18/2022] [Accepted: 08/22/2022] [Indexed: 06/15/2023]
Abstract
Tuberous stem of kohlrabi is an important agronomic trait, however, the molecular basis of tuberization is poorly understood. To elucidate the tuberization mechanism, we conducted a comparative transcriptomic analysis between kohlrabi and broccoli at 10 and 20 days after germination (DAG) as tuberous stem initiated between these time points. A total of 5580 and 2866 differentially expressed transcripts (DETs) were identified between genotypes (kohlrabi vs. broccoli) and growth stages (10 DAG vs. 20 DAG), respectively, and most of the DETs were down-regulated in kohlrabi. Gene ontology (GO) and KEGG pathway enrichment analyses showed that the DETs between genotypes are involved in cell wall loosening and expansion, cell cycle and division, carbohydrate metabolism, hormone transport, hormone signal transduction and in several transcription factors. The DETs identified in those categories may directly/indirectly relate to the initiation and development of tuberous stem in kohlrabi. In addition, the expression pattern of the hormone synthesis related DETs coincided with the endogenous IAA, IAAsp, GA, ABA, and tZ profiles in kohlrabi and broccoli seedlings, that were revealed in our phytohormone analysis. This is the first report on comparative transcriptome analysis for tuberous stem formation in kohlrabi at early growth periods. The resulting data could provide significant insights into the molecular mechanism underlying tuberous stem development in kohlrabi as well as in other tuberous organ forming crops.
Collapse
Affiliation(s)
- Md Nuruzzaman
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
- Department of Genetics and Plant Breeding, Bangladesh Agricultural University, Mymensingh, Bangladesh
| | - Masato Sato
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
| | - Satoru Okamoto
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
| | - Mozammel Hoque
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
- Faculty of Agriculture, Sylhet Agricultural University (SAU), Sylhet, Bangladesh
| | - Daniel J Shea
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
| | - Ryo Fujimoto
- Graduate School of Agricultural Science, Kobe University, Kobe, Japan
| | | | - Eigo Fukai
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
| | - Keiichi Okazaki
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
| |
Collapse
|
12
|
Carluccio AV, David LC, Claußen J, Sulley M, Adeoti SR, Abdulsalam T, Gerth S, Zeeman SC, Gisel A, Stavolone L. Set up from the beginning: The origin and early development of cassava storage roots. PLANT, CELL & ENVIRONMENT 2022; 45:1779-1795. [PMID: 35229892 PMCID: PMC9314696 DOI: 10.1111/pce.14300] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 10/21/2021] [Accepted: 10/22/2021] [Indexed: 05/19/2023]
Abstract
Despite the importance of storage root (SR) organs for cassava and the other root crops yield, their developmental origin is poorly understood. Here we use multiple approaches to shed light on the initial stages of root development demonstrating that SR and fibrous roots (FR) follow different rhizogenic processes. Transcriptome analysis carried out on roots collected before, during and after root bulking highlighted early and specific activation of a number of functions essential for root swelling and identified root-specific genes able to effectively discriminate emerging FR and SR. Starch and sugars start to accumulate at a higher rate in SR before they swell but only after parenchyma tissue has been produced. Finally, using non-destructive computed tomography measurements, we show that SR (but not FR) contain, since their emergence from the stem, an inner channel structure in continuity with the stem secondary xylem, indicating that SR derive from a distinct rhizogenic process compared with FR.
Collapse
Affiliation(s)
- Anna Vittoria Carluccio
- International Institute of Tropical AgricultureIbadanNigeria
- Institute for Sustainable Plant Protection, CNRBariItaly
| | - Laure C. David
- Department of BiologyInstitute of Molecular Plant Biology, ETH ZurichZurichSwitzerland
| | - Joelle Claußen
- Fraunhofer‐Institut für Integrierte Schaltungen IISFürthGermany
| | - Marco Sulley
- International Institute of Tropical AgricultureIbadanNigeria
| | | | | | - Stefan Gerth
- Fraunhofer‐Institut für Integrierte Schaltungen IISFürthGermany
| | - Samuel C. Zeeman
- Department of BiologyInstitute of Molecular Plant Biology, ETH ZurichZurichSwitzerland
| | - Andreas Gisel
- International Institute of Tropical AgricultureIbadanNigeria
- Institute for Biomedical Technologies, CNRBariItaly
| | - Livia Stavolone
- International Institute of Tropical AgricultureIbadanNigeria
- Institute for Sustainable Plant Protection, CNRBariItaly
| |
Collapse
|
13
|
Chen P, Yang R, Bartels D, Dong T, Duan H. Roles of Abscisic Acid and Gibberellins in Stem/Root Tuber Development. Int J Mol Sci 2022; 23:ijms23094955. [PMID: 35563355 PMCID: PMC9102914 DOI: 10.3390/ijms23094955] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 04/26/2022] [Accepted: 04/27/2022] [Indexed: 02/06/2023] Open
Abstract
Root and tuber crops are of great importance. They not only contribute to feeding the population but also provide raw material for medicine and small-scale industries. The yield of the root and tuber crops is subject to the development of stem/root tubers, which involves the initiation, expansion, and maturation of storage organs. The formation of the storage organ is a highly intricate process, regulated by multiple phytohormones. Gibberellins (GAs) and abscisic acid (ABA), as antagonists, are essential regulators during stem/root tuber development. This review summarizes the current knowledge of the roles of GA and ABA during stem/root tuber development in various tuber crops.
Collapse
Affiliation(s)
- Peilei Chen
- College of Life Sciences, Henan Normal University, Xinxiang 453007, China; (P.C.); (R.Y.); (T.D.)
| | - Ruixue Yang
- College of Life Sciences, Henan Normal University, Xinxiang 453007, China; (P.C.); (R.Y.); (T.D.)
| | - Dorothea Bartels
- Institute of Molecular Physiology and Biotechnology of Plants (IMBIO), Faculty of Natural Sciences, University of Bonn, Kirschallee 1, D-53115 Bonn, Germany;
| | - Tianyu Dong
- College of Life Sciences, Henan Normal University, Xinxiang 453007, China; (P.C.); (R.Y.); (T.D.)
| | - Hongying Duan
- College of Life Sciences, Henan Normal University, Xinxiang 453007, China; (P.C.); (R.Y.); (T.D.)
- Correspondence:
| |
Collapse
|
14
|
Chromosome-Level Genome Assembly Provides New Insights into Genome Evolution and Tuberous Root Formation of Potentilla anserina. Genes (Basel) 2021; 12:genes12121993. [PMID: 34946942 PMCID: PMC8700974 DOI: 10.3390/genes12121993] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 12/06/2021] [Accepted: 12/13/2021] [Indexed: 12/11/2022] Open
Abstract
Potentilla anserina is a perennial stoloniferous plant with edible tuberous roots in Rosaceae, served as important food and medicine sources for Tibetans in the Qinghai-Tibetan Plateau (QTP), China, over thousands of years. However, a lack of genome information hindered the genetic study. Here, we presented a chromosome-level genome assembly using single-molecule long-read sequencing, and the Hi-C technique. The assembled genome was 454.28 Mb, containing 14 chromosomes, with contig N50 of 2.14 Mb. A total of 46,495 protein-coding genes, 169.74 Mb repeat regions, and 31.76 Kb non-coding RNA were predicted. P. anserina diverged from Potentilla micrantha ∼28.52 million years ago (Mya). Furthermore, P. anserina underwent a recent tetraploidization ∼6.4 Mya. The species-specific genes were enriched in Starch and sucrose metabolism and Galactose metabolism pathways. We identified the sub-genome structures of P. anserina, with A sub-genome was larger than B sub-genome and closer to P. micrantha phylogenetically. Despite lacking significant genome-wide expression dominance, the A sub-genome had higher homoeologous gene expression in shoot apical meristem, flower and tuberous root. The resistance genes was contracted in P. anserina genome. Key genes involved in starch biosynthesis were expanded and highly expressed in tuberous roots, which probably drives the tuber formation. The genomics and transcriptomics data generated in this study advance our understanding of the genomic landscape of P. anserina, and will accelerate genetic studies and breeding programs.
Collapse
|
15
|
Hormonal Regulation and Crosstalk of Auxin/Cytokinin Signaling Pathways in Potatoes In Vitro and in Relation to Vegetation or Tuberization Stages. Int J Mol Sci 2021; 22:ijms22158207. [PMID: 34360972 PMCID: PMC8347663 DOI: 10.3390/ijms22158207] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 07/23/2021] [Accepted: 07/26/2021] [Indexed: 12/11/2022] Open
Abstract
Auxins and cytokinins create versatile regulatory network controlling virtually all aspects of plant growth and development. These hormonal systems act in close contact, synergistically or antagonistically, determining plant phenotype, resistance and productivity. However, the current knowledge about molecular interactions of these systems is still scarce. Our study with potato plants aimed at deciphering potential interactions between auxin and cytokinin signaling pathways at the level of respective gene expression. Potato plants grown on sterile medium with 1.5% (vegetation) or 5% (tuberization) sucrose were treated for 1 h with auxin or cytokinin. Effects of these two hormones on expression profiles of genes belonging to main signaling pathways of auxin and cytokinin were quantified by RT-qPCR. As a result, several signaling genes were found to respond to auxin and/or cytokinin by up- or down-regulation. The observed effects were largely organ-specific and depended on sucrose content. Auxin strongly reduced cytokinin perception apparatus while reciprocal cytokinin effect was ambiguous and sucrose-dependent. In many cases, functional clustering of genes of the same family was observed. Promoters in some clusters are enriched with canonic hormone-response cis-elements supporting their direct sensitivity to hormones. Collectively, our data shed new light on the crosstalk between auxin- and cytokinin signaling pathways.
Collapse
|
16
|
Rüscher D, Corral JM, Carluccio AV, Klemens PAW, Gisel A, Stavolone L, Neuhaus HE, Ludewig F, Sonnewald U, Zierer W. Auxin signaling and vascular cambium formation enable storage metabolism in cassava tuberous roots. JOURNAL OF EXPERIMENTAL BOTANY 2021; 72:3688-3703. [PMID: 33712830 PMCID: PMC8096603 DOI: 10.1093/jxb/erab106] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Accepted: 03/04/2021] [Indexed: 05/10/2023]
Abstract
Cassava storage roots are among the most important root crops worldwide, and represent one of the most consumed staple foods in sub-Saharan Africa. The vegetatively propagated tropical shrub can form many starchy tuberous roots from its stem. These storage roots are formed through the activation of secondary root growth processes. However, the underlying genetic regulation of storage root development is largely unknown. Here we report distinct structural and transcriptional changes occurring during the early phases of storage root development. A pronounced increase in auxin-related transcripts and the transcriptional activation of secondary growth factors, as well as a decrease in gibberellin-related transcripts were observed during the early stages of secondary root growth. This was accompanied by increased cell wall biosynthesis, most notably increased during the initial xylem expansion within the root vasculature. Starch storage metabolism was activated only after the formation of the vascular cambium. The formation of non-lignified xylem parenchyma cells and the activation of starch storage metabolism coincided with increased expression of the KNOX/BEL genes KNAT1, PENNYWISE, and POUND-FOOLISH, indicating their importance for proper xylem parenchyma function.
Collapse
Affiliation(s)
- David Rüscher
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - José María Corral
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - Anna Vittoria Carluccio
- International Institute for Tropical Agriculture, Ibadan, Oyo State, Nigeria
- Institute for Sustainable Plant Protection, CNR, Bari, Italy
| | - Patrick A W Klemens
- Technical University Kaiserslautern, Department of Biology, Division of Plant Physiology, Erwin-Schrödinger-Str. 22, Kaiserslautern, Germany
| | - Andreas Gisel
- International Institute for Tropical Agriculture, Ibadan, Oyo State, Nigeria
- Institute for Biomedical Technologies, CNR, Bari, Italy
| | - Livia Stavolone
- International Institute for Tropical Agriculture, Ibadan, Oyo State, Nigeria
- Institute for Sustainable Plant Protection, CNR, Bari, Italy
| | - H Ekkehard Neuhaus
- Technical University Kaiserslautern, Department of Biology, Division of Plant Physiology, Erwin-Schrödinger-Str. 22, Kaiserslautern, Germany
| | - Frank Ludewig
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
- Present address: KWS Saat SE, Grimsehlstraße 31, D-37574 Einbeck, Germany
| | - Uwe Sonnewald
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - Wolfgang Zierer
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
- Correspondence:
| |
Collapse
|
17
|
Rüscher D, Corral JM, Carluccio AV, Klemens PAW, Gisel A, Stavolone L, Neuhaus HE, Ludewig F, Sonnewald U, Zierer W. Auxin signaling and vascular cambium formation enable storage metabolism in cassava tuberous roots. JOURNAL OF EXPERIMENTAL BOTANY 2021. [PMID: 33712830 DOI: 10.5061/dryad.0cfxpnw0t] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Cassava storage roots are among the most important root crops worldwide, and represent one of the most consumed staple foods in sub-Saharan Africa. The vegetatively propagated tropical shrub can form many starchy tuberous roots from its stem. These storage roots are formed through the activation of secondary root growth processes. However, the underlying genetic regulation of storage root development is largely unknown. Here we report distinct structural and transcriptional changes occurring during the early phases of storage root development. A pronounced increase in auxin-related transcripts and the transcriptional activation of secondary growth factors, as well as a decrease in gibberellin-related transcripts were observed during the early stages of secondary root growth. This was accompanied by increased cell wall biosynthesis, most notably increased during the initial xylem expansion within the root vasculature. Starch storage metabolism was activated only after the formation of the vascular cambium. The formation of non-lignified xylem parenchyma cells and the activation of starch storage metabolism coincided with increased expression of the KNOX/BEL genes KNAT1, PENNYWISE, and POUND-FOOLISH, indicating their importance for proper xylem parenchyma function.
Collapse
Affiliation(s)
- David Rüscher
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - José María Corral
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - Anna Vittoria Carluccio
- International Institute for Tropical Agriculture, Ibadan, Oyo State, Nigeria
- Institute for Sustainable Plant Protection, CNR, Bari, Italy
| | - Patrick A W Klemens
- Technical University Kaiserslautern, Department of Biology, Division of Plant Physiology, Erwin-Schrödinger-Str. 22, Kaiserslautern, Germany
| | - Andreas Gisel
- International Institute for Tropical Agriculture, Ibadan, Oyo State, Nigeria
- Institute for Biomedical Technologies, CNR, Bari, Italy
| | - Livia Stavolone
- International Institute for Tropical Agriculture, Ibadan, Oyo State, Nigeria
- Institute for Sustainable Plant Protection, CNR, Bari, Italy
| | - H Ekkehard Neuhaus
- Technical University Kaiserslautern, Department of Biology, Division of Plant Physiology, Erwin-Schrödinger-Str. 22, Kaiserslautern, Germany
| | - Frank Ludewig
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - Uwe Sonnewald
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| | - Wolfgang Zierer
- Friedrich-Alexander-University Erlangen-Nuremberg, Department of Biology, Division of Biochemistry, Staudtstrasse 5, Erlangen, Germany
| |
Collapse
|
18
|
Xiang Q, Hu S, Ligaba-Osena A, Yang J, Tong F, Guo W. Seasonal Variation in Transcriptomic Profiling of Tetrastigma hemsleyanum Fully Developed Tuberous Roots Enriches Candidate Genes in Essential Metabolic Pathways and Phytohormone Signaling. FRONTIERS IN PLANT SCIENCE 2021; 12:659645. [PMID: 34305963 PMCID: PMC8300961 DOI: 10.3389/fpls.2021.659645] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 04/12/2021] [Indexed: 05/07/2023]
Abstract
Tetrastigma hemsleyanum Diels et Gilg (Sanyeqing, SYQ) is a perennial climbing liana and an endemic plant to southern China. Its tuberous roots (TRs) are used in traditional Chinese medicine for treating some diseases such as high fever, pneumonia, asthma, hepatitis, and cancers. However, the mechanisms underlying the development of TR and the content of flavonoids and phenylpropanoids (FPs) are not well-understood. In this study, we performed a transcriptomic analysis of 12 fully developed TR (FD-TR) samples harvested in four seasons [spring (Sp), summer (Su), autumn (Au), and winter (Wi)] using the RNA-Sequencing (RNA-Seq). We obtained a total of 78.54 Gb raw data and 65,578 unigenes. Then, the unigenes were annotated by using six databases such as non-redundant protein database (NR), Pfam, eggNOG, SWISSProt, Kyoto Encyclopedia of Genes and Genomes (KEGG), and gene ontology (GO). The transcriptomic profiling showed closer relationships between the samples obtained in Su and Au than those obtained in Sp and Wi based on the results of both total unigenes and differentially expressed genes (DEGs). Three pathways, including the biosynthesis of FPs, metabolism of starch and sucrose, and signaling of phytohormones, were highly enriched, suggesting a gene-level seasonal variation. Based on the numbers of DEGs, brassinosteroid (BR) signal transduction factors appeared to play a key role in modulating the development of TRs while most of the auxin signaling genes were mainly activated in Wi and Sp FD-TRs. Most genes in the biosynthesis and biodegradation of starch and biodegradation of cellulose were activated in Wi FD-TRs. As determined by the high performance liquid chromatography (HPLC) and aluminum nitrate colorimetric method, the contents of total flavonoids and most detected FP components increased from Sp to Au but decreased in Wi. Enhanced expression levels of some genes in the biosynthetic pathways of FPs were detected in Su and Au samples, which corroborated well with metabolite content. Our findings provide the first transcriptomic and biochemical data on a seasonal variation in the composition of medically important metabolites in SYQ FD-TRs.
Collapse
Affiliation(s)
- Qianqian Xiang
- Department of Biotechnology, College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
| | - Siyuan Hu
- Department of Biotechnology, College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
| | - Ayalew Ligaba-Osena
- Laboratory of Plant Molecular Biology and Biotechnology, Department of Biology, The University of North Carolina at Greensboro, Greensboro, NC, United States
| | - Jiayao Yang
- Department of Biotechnology, College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
| | - Fudan Tong
- Department of Biotechnology, College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
| | - Wanli Guo
- Department of Biotechnology, College of Life Sciences and Medicine, Zhejiang Sci-Tech University, Hangzhou, China
- *Correspondence: Wanli Guo ;
| |
Collapse
|