1
|
Caccialupi G, Milc J, Caradonia F, Nasar MF, Francia E. The Triticeae CBF Gene Cluster-To Frost Resistance and Beyond. Cells 2023; 12:2606. [PMID: 37998341 PMCID: PMC10670769 DOI: 10.3390/cells12222606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 11/07/2023] [Accepted: 11/09/2023] [Indexed: 11/25/2023] Open
Abstract
The pivotal role of CBF/DREB1 transcriptional factors in Triticeae crops involved in the abiotic stress response has been highlighted. The CBFs represent an important hub in the ICE-CBF-COR pathway, which is one of the most relevant mechanisms capable of activating the adaptive response to cold and drought in wheat, barley, and rye. Understanding the intricate mechanisms and regulation of the cluster of CBF genes harbored by the homoeologous chromosome group 5 entails significant potential for the genetic improvement of small grain cereals. Triticeae crops seem to share common mechanisms characterized, however, by some peculiar aspects of the response to stress, highlighting a combined landscape of single-nucleotide variants and copy number variation involving CBF members of subgroup IV. Moreover, while chromosome 5 ploidy appears to confer species-specific levels of resistance, an important involvement of the ICE factor might explain the greater tolerance of rye. By unraveling the genetic basis of abiotic stress tolerance, researchers can develop resilient varieties better equipped to withstand extreme environmental conditions. Hence, advancing our knowledge of CBFs and their interactions represents a promising avenue for improving crop resilience and food security.
Collapse
Affiliation(s)
- Giovanni Caccialupi
- Department of Life Sciences, University of Modena and Reggio Emilia, Via Amendola 2, 42122 Reggio Emilia, Italy; (J.M.); (F.C.); (M.F.N.); (E.F.)
| | | | | | | | | |
Collapse
|
2
|
de Oliveira BHN, Wairich A, Turchetto-Zolet AC, Fett JP, Ricachenevsky FK. The Mitochondrial Iron-Regulated (MIR) gene is Oryza genus specific and evolved before speciation within the Oryza sativa complex. PLANTA 2020; 251:94. [PMID: 32253515 DOI: 10.1007/s00425-020-03386-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2020] [Accepted: 03/28/2020] [Indexed: 05/07/2023]
Abstract
The MIR gene is not an Oryza sativa orphan gene, but an Oryza genus-specific gene that evolved before AA lineage speciation by a complex origination process. Rice (Oryza sativa L.) is a model species and an economically relevant crop. The Oryza genus comprises 25 species, with genomic data available for several Oryza species, making it a model for genetics and evolution. The Mitochondrial Iron-Regulated (MIR) gene was previously implicated in the O. sativa Fe deficiency response, and was considered an orphan gene present only in rice. Here we show that MIR is also found in other Oryza species that belong to the Oryza sativa complex, which have AA genome type and constitute the primary gene pool for O. sativa breeding. Our data suggest that MIR originated in a stepwise process, in which sequences derived from an exon fragment of the raffinose synthase gene were pseudogenized into non-coding, which in turn originated the MIR gene de novo. All species with a putative functional MIR gene conserve their regulation by Fe deficiency, with the exception of Oryza barthii. In O. barthii, the MIR coding sequence was translocated to a different chromosomal position and separated from its regulatory region, leading to a lack of Fe deficiency responsiveness. Moreover, the MIR co-expression subnetwork cluster in O. sativa is responsive to Fe deficiency, evidencing the importance of the newly originated gene in Fe uptake. This work establishes that MIR is not an orphan gene as previously proposed, but a de novo originated gene within the genus Oryza. We also showed that MIR is undergoing genomic changes in one species (O. barthii), with an impact on Fe deficiency response.
Collapse
Affiliation(s)
- Ben Hur Neves de Oliveira
- Centro de Biotecnologia e Programa de Pós-Graduação em Biologia Celular e Molecular, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.421 CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil
| | - Andriele Wairich
- Centro de Biotecnologia e Programa de Pós-Graduação em Biologia Celular e Molecular, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.421 CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil
| | - Andreia Carina Turchetto-Zolet
- Departamento de Genética e Programa de Pós-Graduação em Genética e Biologia Molecular, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.323, CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil
| | - Janette Palma Fett
- Centro de Biotecnologia e Programa de Pós-Graduação em Biologia Celular e Molecular, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.421 CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil
- Departamento de Botânica, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.423, CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil
| | - Felipe Klein Ricachenevsky
- Centro de Biotecnologia e Programa de Pós-Graduação em Biologia Celular e Molecular, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.421 CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil.
- Departamento de Botânica, Universidade Federal Do Rio Grande Do Sul, Av. Bento Gonçalves 9500, Building 43.423, CEP, Porto Alegre, Rio Grande do Sul, 91509-900, Brazil.
- Departamento de Biologia, Universidade Federal de Santa Maria, Av. Roraima 1000, Building 16, Room 3254, CEP, Santa Maria, Rio Grande do Sul, 97105-900, Brazil.
| |
Collapse
|
3
|
Li Z, An X, Zhu T, Yan T, Wu S, Tian Y, Li J, Wan X. Discovering and Constructing ceRNA-miRNA-Target Gene Regulatory Networks during Anther Development in Maize. Int J Mol Sci 2019; 20:ijms20143480. [PMID: 31311189 PMCID: PMC6678786 DOI: 10.3390/ijms20143480] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Revised: 07/10/2019] [Accepted: 07/13/2019] [Indexed: 02/07/2023] Open
Abstract
The “competing endogenous RNA (ceRNA) hypothesis” has recently been proposed for a new type of gene regulatory model in many organisms. Anther development is a crucial biological process in plant reproduction, and its gene regulatory network (GRN) has been gradually revealed during the past two decades. However, it is still unknown whether ceRNAs contribute to anther development and sexual reproduction in plants. We performed RNA and small RNA sequencing of anther tissues sampled at three developmental stages in two maize lines. A total of 28,233 stably transcribed loci, 61 known and 51 potentially novel microRNAs (miRNAs) were identified from the transcriptomes. Predicted ceRNAs and target genes were found to conserve in sequences of recognition sites where their corresponding miRNAs bound. We then reconstructed 79 ceRNA-miRNA-target gene regulatory networks consisting of 51 known miRNAs, 28 potentially novel miRNAs, 619 ceRNA-miRNA pairs, and 869 miRNA-target gene pairs. More than half of the regulation pairs showed significant negative correlations at transcriptional levels. Several well-studied miRNA-target gene pairs associated with plant flower development were located in some networks, including miR156-SPL, miR159-MYB, miR160-ARF, miR164-NAC, miR172-AP2, and miR319-TCP pairs. Six target genes in the networks were found to be orthologs of functionally confirmed genes participating in anther development in plants. Our results provide an insight that the ceRNA-miRNA-target gene regulatory networks likely contribute to anther development in maize. Further functional studies on a number of ceRNAs, miRNAs, and target genes will facilitate our deep understanding on mechanisms of anther development and sexual plants reproduction.
Collapse
Affiliation(s)
- Ziwen Li
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China
- Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Beijing Solidwill Sci-Tech Co. Ltd., Beijing 100192, China
| | - Xueli An
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China
- Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Beijing Solidwill Sci-Tech Co. Ltd., Beijing 100192, China
| | - Taotao Zhu
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China
| | - Tingwei Yan
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China
| | - Suowei Wu
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China
- Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Beijing Solidwill Sci-Tech Co. Ltd., Beijing 100192, China
| | - Youhui Tian
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China
| | - Jinping Li
- Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Beijing Solidwill Sci-Tech Co. Ltd., Beijing 100192, China
| | - Xiangyuan Wan
- Biology and Agriculture Research Center, University of Science and Technology Beijing, Beijing 100024, China.
- Beijing Engineering Laboratory of Main Crop Bio-Tech Breeding, Beijing International Science and Technology Cooperation Base of Bio-Tech Breeding, Beijing Solidwill Sci-Tech Co. Ltd., Beijing 100192, China.
| |
Collapse
|
4
|
Rapid evolution of protein diversity by de novo origination in Oryza. Nat Ecol Evol 2019; 3:679-690. [PMID: 30858588 DOI: 10.1038/s41559-019-0822-5] [Citation(s) in RCA: 85] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Accepted: 01/23/2019] [Indexed: 12/22/2022]
Abstract
New protein-coding genes that arise de novo from non-coding DNA sequences contribute to protein diversity. However, de novo gene origination is challenging to study as it requires high-quality reference genomes for closely related species, evidence for ancestral non-coding sequences, and transcription and translation of the new genes. High-quality genomes of 13 closely related Oryza species provide unprecedented opportunities to understand de novo origination events. Here, we identify a large number of young de novo genes with discernible recent ancestral non-coding sequences and evidence of translation. Using pipelines examining the synteny relationship between genomes and reciprocal-best whole-genome alignments, we detected at least 175 de novo open reading frames in the focal species O. sativa subspecies japonica, which were all detected in RNA sequencing-based transcriptomes. Mass spectrometry-based targeted proteomics and ribosomal profiling show translational evidence for 57% of the de novo genes. In recent divergence of Oryza, an average of 51.5 de novo genes per million years were generated and retained. We observed evolutionary patterns in which excess indels and early transcription were favoured in origination with a stepwise formation of gene structure. These data reveal that de novo genes contribute to the rapid evolution of protein diversity under positive selection.
Collapse
|
5
|
Rife TW, Graybosch RA, Poland JA. Genomic Analysis and Prediction within a US Public Collaborative Winter Wheat Regional Testing Nursery. THE PLANT GENOME 2018; 11:180012. [PMID: 30512033 DOI: 10.3835/plantgenome2018.02.0012] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
The development of inexpensive, whole-genome profiling enables a transition to allele-based breeding using genomic prediction models. These models consider alleles shared between lines to predict phenotypes and select new lines based on estimated breeding values. This approach can leverage highly unbalanced datasets that are common to breeding programs. The Southern Regional Performance Nursery (SRPN) is a public nursery established by the USDA-ARS in 1931 to characterize performance and quality of near-release wheat ( L.) varieties from breeding programs in the US Central Plains. New entries are submitted annually and can be re-entered only once. The trial is grown at >30 locations each year and lines are evaluated for grain yield, disease resistance, and agronomic traits. Overall genetic gain is measured across years by including common check cultivars for comparison. We have generated whole-genome profiles via genotyping-by-sequencing (GBS) for 939 SPRN entries dating back to 1992 to explore the potential use of the nursery as a genomic selection (GS) training population (TP). The GS prediction models across years (average = 0.33) outperformed year-to-year phenotypic correlation for yield ( = 0.27) for a majority of the years evaluated, suggesting that genomic selection has the potential to outperform low heritability selection on yield in these highly variable environments. We also examined the predictability of programs using both program-specific and whole-set TPs. Generally, the predictability of a program was similar with both approaches. These results suggest that wheat breeding programs can collaboratively leverage the immense datasets that are generated from regional testing networks.
Collapse
|
6
|
Hezroni H, Ben-Tov Perry R, Meir Z, Housman G, Lubelsky Y, Ulitsky I. A subset of conserved mammalian long non-coding RNAs are fossils of ancestral protein-coding genes. Genome Biol 2017; 18:162. [PMID: 28854954 PMCID: PMC5577775 DOI: 10.1186/s13059-017-1293-0] [Citation(s) in RCA: 45] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2017] [Accepted: 07/31/2017] [Indexed: 12/04/2022] Open
Abstract
Background Only a small portion of human long non-coding RNAs (lncRNAs) appear to be conserved outside of mammals, but the events underlying the birth of new lncRNAs in mammals remain largely unknown. One potential source is remnants of protein-coding genes that transitioned into lncRNAs. Results We systematically compare lncRNA and protein-coding loci across vertebrates, and estimate that up to 5% of conserved mammalian lncRNAs are derived from lost protein-coding genes. These lncRNAs have specific characteristics, such as broader expression domains, that set them apart from other lncRNAs. Fourteen lncRNAs have sequence similarity with the loci of the contemporary homologs of the lost protein-coding genes. We propose that selection acting on enhancer sequences is mostly responsible for retention of these regions. As an example of an RNA element from a protein-coding ancestor that was retained in the lncRNA, we describe in detail a short translated ORF in the JPX lncRNA that was derived from an upstream ORF in a protein-coding gene and retains some of its functionality. Conclusions We estimate that ~ 55 annotated conserved human lncRNAs are derived from parts of ancestral protein-coding genes, and loss of coding potential is thus a non-negligible source of new lncRNAs. Some lncRNAs inherited regulatory elements influencing transcription and translation from their protein-coding ancestors and those elements can influence the expression breadth and functionality of these lncRNAs. Electronic supplementary material The online version of this article (doi:10.1186/s13059-017-1293-0) contains supplementary material, which is available to authorized users.
Collapse
Affiliation(s)
- Hadas Hezroni
- Department of Biological Regulation, Weizmann Institute of Science, 234 Herzl St., Rehovot, 76100, Israel
| | - Rotem Ben-Tov Perry
- Department of Biological Regulation, Weizmann Institute of Science, 234 Herzl St., Rehovot, 76100, Israel
| | - Zohar Meir
- Department of Biological Regulation, Weizmann Institute of Science, 234 Herzl St., Rehovot, 76100, Israel
| | - Gali Housman
- Department of Biological Regulation, Weizmann Institute of Science, 234 Herzl St., Rehovot, 76100, Israel
| | - Yoav Lubelsky
- Department of Biological Regulation, Weizmann Institute of Science, 234 Herzl St., Rehovot, 76100, Israel
| | - Igor Ulitsky
- Department of Biological Regulation, Weizmann Institute of Science, 234 Herzl St., Rehovot, 76100, Israel.
| |
Collapse
|
7
|
Abstract
The recent increase in genomic data is revealing an unexpected perspective of gene loss as a pervasive source of genetic variation that can cause adaptive phenotypic diversity. This novel perspective of gene loss is raising new fundamental questions. How relevant has gene loss been in the divergence of phyla? How do genes change from being essential to dispensable and finally to being lost? Is gene loss mostly neutral, or can it be an effective way of adaptation? These questions are addressed, and insights are discussed from genomic studies of gene loss in populations and their relevance in evolutionary biology and biomedicine.
Collapse
|
8
|
Zhao P, Zhang J, Zhao X, Chen G, Ma XF. Different Sets of Post-Embryonic Development Genes Are Conserved or Lost in Two Caryophyllales Species (Reaumuria soongorica and Agriophyllum squarrosum). PLoS One 2016; 11:e0148034. [PMID: 26815143 PMCID: PMC4729483 DOI: 10.1371/journal.pone.0148034] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2015] [Accepted: 01/12/2016] [Indexed: 11/23/2022] Open
Abstract
Reaumuria soongorica and sand rice (Agriophyllum squarrosum) belong to the clade of Caryophyllales and are widely distributed in the desert regions of north China. Both plants have evolved many specific traits and adaptation strategies to cope with recurring environmental threats. However, the genetic basis that underpins their unique traits and adaptation remains unknown. In this study, the transcriptome data of R. soongorica and sand rice were compared with three other species with previously sequenced genomes (Arabidopsis thaliana, Oryza sativa, and Beta vulgaris). Four different gene sets were identified, namely, the genes conserved in both species, those lost in both species, those conserved in R. soongorica only, and those conserved in sand rice only. Gene ontology showed that post-embryonic development genes (PEDGs) were enriched in all gene sets, and different sets of PEDGs were conserved or lost in both the R. soongorica and sand rice genomes. Expression profiles of Arabidopsis orthologs further provided some clues to the function of the species-specific conserved PEDGs. Such orthologs included LEAFY PETIOLE, which could be a candidate gene involved in the development of branch priority in sand rice.
Collapse
Affiliation(s)
- Pengshan Zhao
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Jiwei Zhang
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Xin Zhao
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Guoxiong Chen
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Xiao-Fei Ma
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| |
Collapse
|
9
|
Zhao P, Zhang J, Zhao X, Chen G, Ma XF. Different Sets of Post-Embryonic Development Genes Are Conserved or Lost in Two Caryophyllales Species (Reaumuria soongorica and Agriophyllum squarrosum). PLoS One 2016. [PMID: 26815143 DOI: 10.1371/journal.pone.0148034.g001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/24/2023] Open
Abstract
Reaumuria soongorica and sand rice (Agriophyllum squarrosum) belong to the clade of Caryophyllales and are widely distributed in the desert regions of north China. Both plants have evolved many specific traits and adaptation strategies to cope with recurring environmental threats. However, the genetic basis that underpins their unique traits and adaptation remains unknown. In this study, the transcriptome data of R. soongorica and sand rice were compared with three other species with previously sequenced genomes (Arabidopsis thaliana, Oryza sativa, and Beta vulgaris). Four different gene sets were identified, namely, the genes conserved in both species, those lost in both species, those conserved in R. soongorica only, and those conserved in sand rice only. Gene ontology showed that post-embryonic development genes (PEDGs) were enriched in all gene sets, and different sets of PEDGs were conserved or lost in both the R. soongorica and sand rice genomes. Expression profiles of Arabidopsis orthologs further provided some clues to the function of the species-specific conserved PEDGs. Such orthologs included LEAFY PETIOLE, which could be a candidate gene involved in the development of branch priority in sand rice.
Collapse
Affiliation(s)
- Pengshan Zhao
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Jiwei Zhang
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Xin Zhao
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Guoxiong Chen
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| | - Xiao-Fei Ma
- Key Laboratory of Stress Physiology and Ecology in Cold and Arid Regions, Gansu Province, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
- Shapotou Desert Research & Experiment Station, Cold and Arid Regions Environmental and Engineering Research Institute, Chinese Academy of Sciences, Lanzhou, P.R. China
| |
Collapse
|