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Dinh LT, Ueda Y, Gonzalez D, Tanaka JP, Takanashi H, Wissuwa M. Novel QTL for Lateral Root Density and Length Improve Phosphorus Uptake in Rice (Oryza sativa L.). RICE (NEW YORK, N.Y.) 2023; 16:37. [PMID: 37615779 PMCID: PMC10449758 DOI: 10.1186/s12284-023-00654-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 08/14/2023] [Indexed: 08/25/2023]
Abstract
The rice root system consists of two types of lateral roots, indeterminate larger L-types capable of further branching, and determinate, short, unbranched S-types. L-type laterals correspond to the typical lateral roots of cereals whereas S-type laterals are unique to rice. Both types contribute to nutrient and water uptake and genotypic variation for density and length of these laterals could be exploited in rice improvement to enhance adaptations to nutrient and water-limited environments. Our objectives were to determine how best to screen for lateral root density and length and to identify markers linked to genotypic variation for these traits. Using different growing media showed that screening in nutrient solution exposed genotypic variation for S-type and L-type density, but only the lateral roots of soil-grown plants varied for their lengths. A QTL mapping population developed from parents contrasting for lateral root traits was grown in a low-P field, roots were sampled, scanned and density and length of lateral roots measured. One QTL each was detected for L-type density (LDC), S-type density on crown root (SDC), S-type density on L-type (SDL), S-type length on L-type (SLL), and crown root number (RNO). The QTL for LDC on chromosome 5 had a major effect, accounting for 46% of the phenotypic variation. This strong positive effect was confirmed in additional field experiments, showing that lines with the donor parent allele at qLDC5 had 50% higher LDC. Investigating the contribution of lateral root traits to P uptake using stepwise regressions indicated LDC and RNO were most influential, followed by SDL. Simulating effects of root trait differences conferred by the main QTL in a P uptake model confirmed that qLDC5 was most effective in improving P uptake followed by qRNO9 for RNO and qSDL9 for S-type lateral density on L-type laterals. Pyramiding qLDC5 with qRNO9 and qSDL9 would be possible given that trade-offs between traits were not detected. Phenotypic selection for the RNO trait during variety development would be feasible, however, the costs of doing so reliably for lateral root density traits is prohibitive and markers identified here therefore provide the first opportunity to incorporate such traits into a breeding program.
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Affiliation(s)
- Lam Thi Dinh
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki, 305-8686, Japan
- Department of Applied Biology and Food Sciences, Faculty of Agriculture and Life Science, Hirosaki University, Hirosaki, Aomori, 036-8561, Japan
- Department of Plant protection, Institute of Agricultural Science for Southern Vietnam (IAS), Ho Chi Minh City, Vietnam
| | - Yoshiaki Ueda
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki, 305-8686, Japan
| | - Daniel Gonzalez
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki, 305-8686, Japan
| | - Juan Pariasca Tanaka
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki, 305-8686, Japan
| | - Hideki Takanashi
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | - Matthias Wissuwa
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), 1-1 Ohwashi, Tsukuba, Ibaraki, 305-8686, Japan.
- PhenoRob Cluster and Institute of Crop Science and Resource Conservation (INRES), University of Bonn, Bonn, Germany.
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Tang W, Wang J, Lv Q, Michael PP, Ji W, Chen M, Huang Y, Zhou B, Peng D. Overexpression of ClWRKY48 from Cunninghamia lanceolata improves Arabidopsis phosphate uptake. PLANTA 2023; 257:87. [PMID: 36961548 DOI: 10.1007/s00425-023-04120-4] [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: 01/19/2023] [Accepted: 03/11/2023] [Indexed: 06/18/2023]
Abstract
Our findings suggested that ClWRKY48 promoted the expression level of Arabidopsis phosphate transporter genes, enhanced phosphate uptake, and delayed the transition from the vegetative stage to the reproductive phase in Arabidopsis. Phosphorus (P) is an essential mineral for plants that influences their growth and development. ClWRKY48, one of the most highly expressed genes in the leaf, was identified by RT-PCR from Chinese fir [Cunninghamia lanceolata (Lamb.) Hook] (C. lanceolata). Furthermore, when treating C. lanceolata with increasing phosphate (Pi) concentration, the expression level of ClWRKY48 rose in leaves, the trends followed the increasing phosphate concentration treatment. ClWRKY48 is a transcription factor in C. lanceolata, according to the results of a yeast one hybridization experiment. Based on subcellular localization studies, ClWRKY48 is a nuclear-localized protein. Under Pi deficiency conditions, the phosphorus concentration of ClWRKY48 overexpressing Arabidopsis increased by 43.2-51.1% compared to the wild-type. Moreover, under Pi limiting conditions, the phosphate transporter genes AtPHT1;1 (Arabidopsis Phosphate transporter 1;1), AtPHT1;4, and AtPHO1 (Arabidopsis PHOSPHATE 1) were expressed 2.1-2.5, 2.2-2.7, and 6.7-7.3-fold greater than the wild-type in ClWRKY48 transgenic Arabidopsis, respectively. Under Pi-sufficient conditions, the phosphorus concentration and phosphate transporter genes of ClWRKY48 overexpression in Arabidopsis are not significantly different from the wild type. These findings indicated that ClWRKY48 increased phosphate absorption in transgenic Arabidopsis. Furthermore, compared to the wild type, the ClWRKY48 transgenic Arabidopsis not only had a delayed flowering time characteristic but also had lower expression of flowering-related genes AtFT (FLOWERING LOCUS T), AtFUL (FRUITFUL), and AtTSF (TWIN SISTER OF FT). Our findings show that ClWRKY48 enhances phosphate absorption and slows the transition from the vegetative to the reproductive stage in ClWRKY48 transgenic Arabidopsis.
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Affiliation(s)
- Weiwei Tang
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Jing Wang
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Qiang Lv
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Paul Promise Michael
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Wenjun Ji
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Min Chen
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Yu Huang
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China
| | - Bo Zhou
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China.
- Huitong National Field Station for Scientific Observation and Research of Chinese Fir Plantation EcOsystem in Hunan Province, Huaihua, 438107, Hunan, China.
- National Engineering Laboratory of Applied Technology for Forestry and Ecology in Southern China, Changsha, 410004, Hunan, China.
- Forestry Biotechnology of Hunan Key Laboratories, Changsha, 410004, Hunan, China.
- Key Laboratory of Cultivation and Protection for Non-Wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China.
- Yuelushan Laboratory, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China.
| | - Dan Peng
- Faculty of Life Science and Biotechnology, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China.
- Huitong National Field Station for Scientific Observation and Research of Chinese Fir Plantation EcOsystem in Hunan Province, Huaihua, 438107, Hunan, China.
- Forestry Biotechnology of Hunan Key Laboratories, Changsha, 410004, Hunan, China.
- Yuelushan Laboratory, Central South University of Forestry and Technology, Changsha, 410004, Hunan, China.
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Ranaivo HN, Lam DT, Ueda Y, Pariasca Tanaka J, Takanashi H, Ramanankaja L, Razafimbelo T, Wissuwa M. QTL mapping for early root and shoot vigor of upland rice ( Oryza sativa L.) under P deficient field conditions in Japan and Madagascar. FRONTIERS IN PLANT SCIENCE 2022; 13:1017419. [PMID: 36352889 PMCID: PMC9637880 DOI: 10.3389/fpls.2022.1017419] [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: 08/12/2022] [Accepted: 10/03/2022] [Indexed: 06/16/2023]
Abstract
Upland rice production is limited by the low phosphorus (P) availability of many highly weathered tropical soils and P deficiency is likely to become increasingly limiting in future drier climates because P mobility decreases sharply with soil moisture. Good seedling root development will be crucial to cope with the combined effects of low P and water availability. Upland rice genebank accession DJ123 was used as a donor for P efficiency and root vigor traits in a cross with inefficient local variety Nerica4 and a set of backcross lines were used to characterize the seedling stage response of upland rice to low P availability and to identify associated QTL in field trials in Japan and Madagascar. Ten QTL were detected for crown root number, root, shoot and total dry weight per plant in a highly P deficient field in Japan using the BC1F3 generation. Of these, qPef9 on chromosome 9 affected multiple traits, increasing root number, root weight and total biomass, whereas a neighboring QTL on chromosome 9 (qPef9-2) increased shoot biomass. Field trials with derived BC1F5 lines in a low-P field in Madagascar confirmed a highly influential region on chromosome 9. However, qPef9-2 appeared more influential than qPef9, as the shoot and root biomass contrast between lines carrying DJ123 or Nerica4 alleles at qPef9-2 was +23.8% and +13.5% compared to +19.2% and +14.4% at qPef9. This advantage increased further during the growing season, leading to 46% higher shoot biomass at the late vegetative stage. Results suggest an introgression between 8.0 and 12.9 Mb on chromosome 9 from P efficient donor DJ123 can improve plant performance under P-limited conditions. The QTL identified here have practical relevance because they were confirmed in the target genetic background of the local variety Nerica4 and can therefore be applied directly to improve its performance.
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Affiliation(s)
- Harisoa Nicole Ranaivo
- Rice Research Department, National Center for Applied Research on Rural Development (FOFIFA), Antananarivo, Madagascar
| | - Dinh Thi Lam
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan
- Institute of Agricultural Science for Southern Vietnam (IAS), Ho Chi Minh City, Vietnam
| | - Yoshiaki Ueda
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan
| | - Juan Pariasca Tanaka
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan
| | - Hideki Takanashi
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Tokyo, Japan
| | | | - Tantely Razafimbelo
- Laboratory of Radioisotopes, University of Antananarivo, Antananarivo, Madagascar
| | - Matthias Wissuwa
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan
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Kohli PS, Pazhamala LT, Mani B, Thakur JK, Giri J. Root hair-specific transcriptome reveals response to low phosphorus in Cicer arietinum. FRONTIERS IN PLANT SCIENCE 2022; 13:983969. [PMID: 36267945 PMCID: PMC9577374 DOI: 10.3389/fpls.2022.983969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 08/16/2022] [Indexed: 06/16/2023]
Abstract
Root hairs (RH) are a single-cell extension of root epidermal cells. In low phosphorus (LP) availability, RH length and density increase thus expanding the total root surface area for phosphate (Pi) acquisition. However, details on genes involved in RH development and response to LP are missing in an agronomically important leguminous crop, chickpea. To elucidate this response in chickpea, we performed tissue-specific RNA-sequencing and analyzed the transcriptome modulation for RH and root without RH (Root-RH) under LP. Root hair initiation and cellular differentiation genes like RSL TFs and ROPGEFs are upregulated in Root-RH, explaining denser, and ectopic RH in LP. In RH, genes involved in tip growth processes and phytohormonal biosynthesis like cell wall synthesis and loosening (cellulose synthase A catalytic subunit, CaEXPA2, CaGRP2, and CaXTH2), cytoskeleton/vesicle transport, and ethylene biosynthesis are upregulated. Besides RH development, genes involved in LP responses like lipid and/or pectin P remobilization and acid phosphatases are induced in these tissues summarizing a complete molecular response to LP. Further, RH displayed preferential enrichment of processes involved in symbiotic interactions, which provide an additional benefit during LP. In conclusion, RH shows a multi-faceted response that starts with molecular changes for epidermal cell differentiation and RH initiation in Root-RH and later induction of tip growth and various LP responses in elongated RH.
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Affiliation(s)
| | | | - Balaji Mani
- National Institute of Plant Genome Research (NIPGR), New Delhi, India
| | - Jitendra Kumar Thakur
- National Institute of Plant Genome Research (NIPGR), New Delhi, India
- International Center of Genetic Engineering and Biotechnology, New Delhi, India
| | - Jitender Giri
- National Institute of Plant Genome Research (NIPGR), New Delhi, India
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Ajmera I, Henry A, Radanielson AM, Klein SP, Ianevski A, Bennett MJ, Band LR, Lynch JP. Integrated root phenotypes for improved rice performance under low nitrogen availability. PLANT, CELL & ENVIRONMENT 2022; 45:805-822. [PMID: 35141925 PMCID: PMC9303783 DOI: 10.1111/pce.14284] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2021] [Revised: 10/27/2021] [Accepted: 10/30/2021] [Indexed: 05/06/2023]
Abstract
Greater nitrogen efficiency would substantially reduce the economic, energy and environmental costs of rice production. We hypothesized that synergistic balancing of the costs and benefits for soil exploration among root architectural phenes is beneficial under suboptimal nitrogen availability. An enhanced implementation of the functional-structural model OpenSimRoot for rice integrated with the ORYZA_v3 crop model was used to evaluate the utility of combinations of root architectural phenes, namely nodal root angle, the proportion of smaller diameter nodal roots, nodal root number; and L-type and S-type lateral branching densities, for plant growth under low nitrogen. Multiple integrated root phenotypes were identified with greater shoot biomass under low nitrogen than the reference cultivar IR64. The superiority of these phenotypes was due to synergism among root phenes rather than the expected additive effects of phene states. Representative optimal phenotypes were predicted to have up to 80% greater grain yield with low N supply in the rainfed dry direct-seeded agroecosystem over future weather conditions, compared to IR64. These phenotypes merit consideration as root ideotypes for breeding rice cultivars with improved yield under rainfed dry direct-seeded conditions with limited nitrogen availability. The importance of phene synergism for the performance of integrated phenotypes has implications for crop breeding.
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Affiliation(s)
- Ishan Ajmera
- Division of Plant and Crop Sciences, School of BiosciencesUniversity of NottinghamSutton BoningtonUK
- Department of Plant ScienceThe Pennsylvania State UniversityUniversity ParkPennsylvaniaUSA
| | - Amelia Henry
- Strategic Innovation PlatformInternational Rice Research InstituteLos BañosLagunaPhilippines
| | - Ando M. Radanielson
- Strategic Innovation PlatformInternational Rice Research InstituteLos BañosLagunaPhilippines
- Centre for Sustainable Agricultural Systems, Institute for Life Sciences and the Environment, Toowoomba CampusUniversity of Southern QueenslandToowoombaQueenslandAustralia
| | - Stephanie P. Klein
- Department of Plant ScienceThe Pennsylvania State UniversityUniversity ParkPennsylvaniaUSA
| | - Aleksandr Ianevski
- Institute for Molecular Medicine Finland (FIMM)University of HelsinkiFinland
| | - Malcolm J. Bennett
- Division of Plant and Crop Sciences, School of BiosciencesUniversity of NottinghamSutton BoningtonUK
| | - Leah R. Band
- Division of Plant and Crop Sciences, School of BiosciencesUniversity of NottinghamSutton BoningtonUK
- Centre for Mathematical Medicine and Biology, School of Mathematical SciencesUniversity of NottinghamNottinghamUK
| | - Jonathan P. Lynch
- Division of Plant and Crop Sciences, School of BiosciencesUniversity of NottinghamSutton BoningtonUK
- Department of Plant ScienceThe Pennsylvania State UniversityUniversity ParkPennsylvaniaUSA
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Kuppe CW, Kirk GJD, Wissuwa M, Postma JA. Rice increases phosphorus uptake in strongly sorbing soils by intra-root facilitation. PLANT, CELL & ENVIRONMENT 2022; 45:884-899. [PMID: 35137976 DOI: 10.1111/pce.14285] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 01/03/2022] [Indexed: 06/14/2023]
Abstract
Upland rice (Oryza sativa) is adapted to strongly phosphorus (P) sorbing soils. The mechanisms underlying P acquisition, however, are not well understood, and models typically underestimate uptake. This complicates root ideotype development and trait-based selection for further improvement. We present a novel model, which correctly simulates the P uptake by a P-efficient rice genotype measured over 48 days of growth. The model represents root morphology at the local rhizosphere scale, including root hairs and fine S-type laterals. It simulates fast- and slowly reacting soil P and the P-solubilizing effect of root-induced pH changes in the soil. Simulations predict that the zone of pH changes and P solubilization around a root spreads further into the soil than the zone of P depletion. A root needs to place laterals outside its depletion- but inside its solubilization zone to maximize P uptake. S-type laterals, which are short but hairy, appear to be the key root structures to achieve that. Thus, thicker roots facilitate the P uptake by fine lateral roots. Uptake can be enhanced through longer root hairs and greater root length density but was less sensitive to total root length and root class proportions.
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Affiliation(s)
- Christian W Kuppe
- Forschungszentrum Jülich GmbH, Institute of Bio- and Geosciences - Plant Sciences (IBG-2), Jülich, Germany
- RWTH Aachen University, Aachen, Germany
| | - Guy J D Kirk
- School of Water, Energy and Environment, Cranfield University, Cranfield, MK43 0AL, UK
| | - Matthias Wissuwa
- Crop, Livestock and Environment Division, Japan International Research Center for Agricultural Sciences (JIRCAS), Tsukuba, Japan
| | - Johannes A Postma
- Forschungszentrum Jülich GmbH, Institute of Bio- and Geosciences - Plant Sciences (IBG-2), Jülich, Germany
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Kohli PS, Maurya K, Thakur JK, Bhosale R, Giri J. Significance of root hairs in developing stress-resilient plants for sustainable crop production. PLANT, CELL & ENVIRONMENT 2022; 45:677-694. [PMID: 34854103 DOI: 10.1111/pce.14237] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 11/15/2021] [Accepted: 11/21/2021] [Indexed: 06/13/2023]
Abstract
Root hairs represent a beneficial agronomic trait to potentially reduce fertilizer and irrigation inputs. Over the past decades, research in the plant model Arabidopsis thaliana has provided insights into root hair development, the underlying genetic framework and the integration of environmental cues within this framework. Recent years have seen a paradigm shift, where studies are now highlighting conservation and diversification of root hair developmental programs in other plant species and the agronomic relevance of root hairs in a wider ecological context. In this review, we specifically discuss the molecular evolution of the RSL (RHD Six-Like) pathway that controls root hair development and growth in land plants. We also discuss how root hairs contribute to plant performance as an active physiological rooting structure by performing resource acquisition, providing anchorage and constructing the rhizosphere with desirable physical, chemical and biological properties. Finally, we outline future research directions that can help achieve the potential of root hairs in developing sustainable agroecosystems.
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Affiliation(s)
| | - Kanika Maurya
- National Institute of Plant Genome Research, New Delhi, India
| | - Jitendra K Thakur
- National Institute of Plant Genome Research, New Delhi, India
- International Centre of Genetic Engineering and Biotechnology, New Delhi, India
| | - Rahul Bhosale
- Future Food Beacon of Excellence and School of Biosciences, University of Nottingham, Nottingham, UK
| | - Jitender Giri
- National Institute of Plant Genome Research, New Delhi, India
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Zeng D, Li M, Jiang N, Ju Y, Schreiber H, Chambers E, Letscher D, Ju T, Topp CN. TopoRoot: a method for computing hierarchy and fine-grained traits of maize roots from 3D imaging. PLANT METHODS 2021; 17:127. [PMID: 34903248 PMCID: PMC8667396 DOI: 10.1186/s13007-021-00829-z] [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: 08/24/2021] [Accepted: 11/30/2021] [Indexed: 06/14/2023]
Abstract
BACKGROUND 3D imaging, such as X-ray CT and MRI, has been widely deployed to study plant root structures. Many computational tools exist to extract coarse-grained features from 3D root images, such as total volume, root number and total root length. However, methods that can accurately and efficiently compute fine-grained root traits, such as root number and geometry at each hierarchy level, are still lacking. These traits would allow biologists to gain deeper insights into the root system architecture. RESULTS We present TopoRoot, a high-throughput computational method that computes fine-grained architectural traits from 3D images of maize root crowns or root systems. These traits include the number, length, thickness, angle, tortuosity, and number of children for the roots at each level of the hierarchy. TopoRoot combines state-of-the-art algorithms in computer graphics, such as topological simplification and geometric skeletonization, with customized heuristics for robustly obtaining the branching structure and hierarchical information. TopoRoot is validated on both CT scans of excavated field-grown root crowns and simulated images of root systems, and in both cases, it was shown to improve the accuracy of traits over existing methods. TopoRoot runs within a few minutes on a desktop workstation for images at the resolution range of 400^3, with minimal need for human intervention in the form of setting three intensity thresholds per image. CONCLUSIONS TopoRoot improves the state-of-the-art methods in obtaining more accurate and comprehensive fine-grained traits of maize roots from 3D imaging. The automation and efficiency make TopoRoot suitable for batch processing on large numbers of root images. Our method is thus useful for phenomic studies aimed at finding the genetic basis behind root system architecture and the subsequent development of more productive crops.
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Affiliation(s)
- Dan Zeng
- Department of Computer Science and Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA.
| | - Mao Li
- Donald Danforth Plant Science Center, Saint Louis, MO, 63132, USA
| | - Ni Jiang
- Donald Danforth Plant Science Center, Saint Louis, MO, 63132, USA
| | - Yiwen Ju
- Department of Computer Science and Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
| | - Hannah Schreiber
- Department of Computer Science, Saint Louis University, Saint Louis, MO, 63103, USA
| | - Erin Chambers
- Department of Computer Science, Saint Louis University, Saint Louis, MO, 63103, USA
| | - David Letscher
- Department of Computer Science, Saint Louis University, Saint Louis, MO, 63103, USA
| | - Tao Ju
- Department of Computer Science and Engineering, Washington University in St. Louis, Saint Louis, MO, 63130, USA
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