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Catherall E, Musial S, Atkinson N, Walker CE, Mackinder LCM, McCormick AJ. From algae to plants: understanding pyrenoid-based CO 2-concentrating mechanisms. Trends Biochem Sci 2025; 50:33-45. [PMID: 39592300 DOI: 10.1016/j.tibs.2024.10.010] [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: 08/15/2024] [Revised: 10/19/2024] [Accepted: 10/25/2024] [Indexed: 11/28/2024]
Abstract
Pyrenoids are the key component of one of the most abundant biological CO2 concentration mechanisms found in nature. Pyrenoid-based CO2-concentrating mechanisms (pCCMs) are estimated to account for one third of global photosynthetic CO2 capture. Our molecular understanding of how pyrenoids work is based largely on work in the green algae Chlamydomonas reinhardtii. Here, we review recent advances in our fundamental knowledge of the biogenesis, architecture, and function of pyrenoids in Chlamydomonas and ongoing engineering biology efforts to introduce a functional pCCM into chloroplasts of vascular plants, which, if successful, has the potential to enhance crop productivity and resilience to climate change.
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Affiliation(s)
- Ella Catherall
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh, EH9 3BF, UK; Centre for Engineering Biology, University of Edinburgh, Edinburgh, EH9 3BF, UK
| | - Sabina Musial
- Centre for Novel Agricultural Products (CNAP), Department of Biology, University of York, Heslington, York YO10 5DD, UK
| | - Nicky Atkinson
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh, EH9 3BF, UK; Centre for Engineering Biology, University of Edinburgh, Edinburgh, EH9 3BF, UK
| | - Charlotte E Walker
- Centre for Novel Agricultural Products (CNAP), Department of Biology, University of York, Heslington, York YO10 5DD, UK
| | - Luke C M Mackinder
- Centre for Novel Agricultural Products (CNAP), Department of Biology, University of York, Heslington, York YO10 5DD, UK.
| | - Alistair J McCormick
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh, EH9 3BF, UK; Centre for Engineering Biology, University of Edinburgh, Edinburgh, EH9 3BF, UK.
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2
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Findinier J, Joubert LM, Fakhimi N, Schmid MF, Malkovskiy AV, Chiu W, Burlacot A, Grossman AR. Dramatic changes in mitochondrial subcellular location and morphology accompany activation of the CO 2 concentrating mechanism. Proc Natl Acad Sci U S A 2024; 121:e2407548121. [PMID: 39405346 PMCID: PMC11513932 DOI: 10.1073/pnas.2407548121] [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: 04/15/2024] [Accepted: 09/06/2024] [Indexed: 10/23/2024] Open
Abstract
Dynamic changes in intracellular ultrastructure can be critical for the ability of organisms to acclimate to environmental conditions. Microalgae, which are responsible for ~50% of global photosynthesis, compartmentalize their Ribulose 1,5 Bisphosphate Carboxylase/Oxygenase (Rubisco) into a specialized structure known as the pyrenoid when the cells experience limiting CO2 conditions; this compartmentalization is a component of the CO2 Concentrating Mechanism (CCM), which facilitates photosynthetic CO2 fixation as environmental levels of inorganic carbon (Ci) decline. Changes in the spatial distribution of mitochondria in green algae have also been observed under CO2 limitation, although a role for this reorganization in CCM function remains unclear. We used the green microalga Chlamydomonas reinhardtii to monitor changes in mitochondrial position and ultrastructure as cells transition between high CO2 and Low/Very Low CO2 (LC/VLC). Upon transferring cells to VLC, the mitochondria move from a central to a peripheral cell location and orient in parallel tubular arrays that extend along the cell's apico-basal axis. We show that these ultrastructural changes correlate with CCM induction and are regulated by the CCM master regulator CIA5. The apico-basal orientation of the mitochondrial membranes, but not the movement of the mitochondrion to the cell periphery, is dependent on microtubules and the MIRO1 protein, with the latter involved in membrane-microtubule interactions. Furthermore, blocking mitochondrial respiration in VLC-acclimated cells reduces the affinity of the cells for Ci. Overall, our results suggest that mitochondrial repositioning functions in integrating cellular architecture and energetics with CCM activities and invite further exploration of how intracellular architecture can impact fitness under dynamic environmental conditions.
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Affiliation(s)
- Justin Findinier
- The Carnegie Institution for Science, Biosphere Sciences and Engineering, Stanford, CA94305
| | - Lydia-Marie Joubert
- SLAC National Accelerator Laboratory, Division of CryoElectron Microscopy and Bioimaging, Menlo Park, CA94025
| | - Neda Fakhimi
- The Carnegie Institution for Science, Biosphere Sciences and Engineering, Stanford, CA94305
| | - Michael F. Schmid
- SLAC National Accelerator Laboratory, Division of CryoElectron Microscopy and Bioimaging, Menlo Park, CA94025
| | - Andrey V. Malkovskiy
- The Carnegie Institution for Science, Biosphere Sciences and Engineering, Stanford, CA94305
| | - Wah Chiu
- SLAC National Accelerator Laboratory, Division of CryoElectron Microscopy and Bioimaging, Menlo Park, CA94025
- Department of Bioengineering, Stanford University, Stanford, CA94305
| | - Adrien Burlacot
- The Carnegie Institution for Science, Biosphere Sciences and Engineering, Stanford, CA94305
- Biology Department, Stanford University, Stanford, CA94305
| | - Arthur R. Grossman
- The Carnegie Institution for Science, Biosphere Sciences and Engineering, Stanford, CA94305
- Biology Department, Stanford University, Stanford, CA94305
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3
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Findinier J, Joubert LM, Schmid MF, Malkovskiy A, Chiu W, Burlacot A, Grossman AR. Dramatic Changes in Mitochondrial Subcellular Location and Morphology Accompany Activation of the CO 2 Concentrating Mechanism. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.25.586705. [PMID: 38585955 PMCID: PMC10996633 DOI: 10.1101/2024.03.25.586705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
Abstract
Dynamic changes in intracellular ultrastructure can be critical for the ability of organisms to acclimate to environmental conditions. Microalgae, which are responsible for ~50% of global photosynthesis, compartmentalize their Rubisco into a specialized structure known as the pyrenoid when the cells experience limiting CO2 conditions; this compartmentalization appears to be a component of the CO2 Concentrating Mechanism (CCM), which facilitates photosynthetic CO2 fixation as environmental levels of inorganic carbon (Ci) decline. Changes in the spatial distribution of mitochondria in green algae have also been observed under CO2 limiting conditions, although a role for this reorganization in CCM function remains unclear. We used the green microalgae Chlamydomonas reinhardtii to monitor changes in the position and ultrastructure of mitochondrial membranes as cells transition between high CO2 (HC) and Low/Very Low CO2 (LC/VLC). Upon transferring cells to VLC, the mitochondria move from a central to a peripheral location, become wedged between the plasma membrane and chloroplast envelope, and mitochondrial membranes orient in parallel tubular arrays that extend from the cell's apex to its base. We show that these ultrastructural changes require protein and RNA synthesis, occur within 90 min of shifting cells to VLC conditions, correlate with CCM induction and are regulated by the CCM master regulator CIA5. The apico-basal orientation of the mitochondrial membrane, but not the movement of the mitochondrion to the cell periphery, is dependent on microtubules and the MIRO1 protein, which is involved in membrane-microtubule interactions. Furthermore, blocking mitochondrial electron transport in VLC acclimated cells reduces the cell's affinity for inorganic carbon. Overall, our results suggest that CIA5-dependent mitochondrial repositioning/reorientation functions in integrating cellular architecture and energetics with CCM activities and invite further exploration of how intracellular architecture can impact fitness under dynamic environmental conditions.
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Affiliation(s)
- Justin Findinier
- The Carnegie Institution for Science, Biosphere Sciences & Engineering, Stanford, CA 94305, USA
| | - Lydia-Marie Joubert
- SLAC National Accelerator Laboratory, Division of CryoEM and Bioimaging, Menlo Park, CA 94025, USA
| | - Michael F. Schmid
- SLAC National Accelerator Laboratory, Division of CryoEM and Bioimaging, Menlo Park, CA 94025, USA
| | - Andrey Malkovskiy
- The Carnegie Institution for Science, Biosphere Sciences & Engineering, Stanford, CA 94305, USA
| | - Wah Chiu
- SLAC National Accelerator Laboratory, Division of CryoEM and Bioimaging, Menlo Park, CA 94025, USA
- Stanford University, Department of Bioengineering, Stanford, CA 94305, USA
| | - Adrien Burlacot
- The Carnegie Institution for Science, Biosphere Sciences & Engineering, Stanford, CA 94305, USA
- Stanford University, Biology Department, Stanford, CA 94305, USA
| | - Arthur R. Grossman
- The Carnegie Institution for Science, Biosphere Sciences & Engineering, Stanford, CA 94305, USA
- Stanford University, Biology Department, Stanford, CA 94305, USA
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An Y, Wang D, Du J, Wang X, Xiao J. Pyrenoid: Organelle with efficient CO 2-Concentrating mechanism in algae. JOURNAL OF PLANT PHYSIOLOGY 2023; 287:154044. [PMID: 37392525 DOI: 10.1016/j.jplph.2023.154044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 06/05/2023] [Accepted: 06/18/2023] [Indexed: 07/03/2023]
Abstract
The carbon dioxide emitted by human accounts for only a small fraction of global photosynthesis consumption, half of which is due to microalgae. The high efficiency of algae photosynthesis is attributed to the pyrenoid-based CO2-concentrating mechanism (CCM). The formation of pyrenoid which has a variety of Rubisco-binding proteins mainly depends on liquid-liquid phase separation (LLPS) of Rubisco, a CO2 fixing enzyme. At present, our understanding of pyrenoid at the molecular level mainly stems from studies of the model algae Chlamydomonas reinhardtii. In this article, we summarize the current research on the structure, assembly and application of Chlamydomonas reinhardtii pyrenoids, providing new ideas for improving crop photosynthetic performance and yield.
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Affiliation(s)
- Yaqi An
- College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
| | - Dong Wang
- College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
| | - Jingxia Du
- College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
| | - Xinwei Wang
- College of Agriculture and Forestry, Hebei North University, Zhangjiakou, China.
| | - Jianwei Xiao
- College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants, Ministry of Education, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
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5
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Shimamura D, Yamano T, Niikawa Y, Hu D, Fukuzawa H. A pyrenoid-localized protein SAGA1 is necessary for Ca 2+-binding protein CAS-dependent expression of nuclear genes encoding inorganic carbon transporters in Chlamydomonas reinhardtii. PHOTOSYNTHESIS RESEARCH 2023; 156:181-192. [PMID: 36656499 DOI: 10.1007/s11120-022-00996-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Accepted: 12/14/2022] [Indexed: 05/03/2023]
Abstract
Microalgae induce a CO2-concentrating mechanism (CCM) to maintain photosynthetic affinity for dissolved inorganic carbon (Ci) under CO2-limiting conditions. In the model alga Chlamydomonas reinhardtii, the pyrenoid-localized Ca2+-binding protein CAS is required to express genes encoding the Ci-transporters, high-light activated 3 (HLA3), and low-CO2-inducible protein A (LCIA). To identify new factors related to the regulation or components of the CCM, we isolated CO2-requiring mutants KO-60 and KO-62. These mutants had insertions of a hygromycin-resistant cartridge in the StArch Granules Abnormal 1 (SAGA1) gene, which is necessary to maintain the number of pyrenoids and the structure of pyrenoid tubules in the chloroplast. In both KO-60 and the previously identified saga1 mutant, expression levels of 532 genes were significantly reduced. Among them, 10 CAS-dependent genes, including HLA3 and LCIA, were not expressed in the saga1 mutants. While CAS was expressed normally at the protein levels, the localization of CAS was dispersed through the chloroplast rather than in the pyrenoid, even under CO2-limiting conditions. These results suggest that SAGA1 is necessary not only for maintenance of the pyrenoid structure but also for regulation of the nuclear genes encoding Ci-transporters through CAS-dependent retrograde signaling under CO2-limiting stress.
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Affiliation(s)
- Daisuke Shimamura
- Graduate School of Biostudies, Kyoto University, Kyoto, 606-8502, Japan
| | - Takashi Yamano
- Graduate School of Biostudies, Kyoto University, Kyoto, 606-8502, Japan.
| | - Yuki Niikawa
- Graduate School of Biostudies, Kyoto University, Kyoto, 606-8502, Japan
| | - Donghui Hu
- Graduate School of Biostudies, Kyoto University, Kyoto, 606-8502, Japan
| | - Hideya Fukuzawa
- Graduate School of Biostudies, Kyoto University, Kyoto, 606-8502, Japan.
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6
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Kasili RW, Rai AK, Moroney JV. LCIB functions as a carbonic anhydrase: evidence from yeast and Arabidopsis carbonic anhydrase knockout mutants. PHOTOSYNTHESIS RESEARCH 2023; 156:193-204. [PMID: 36856938 DOI: 10.1007/s11120-023-01005-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2022] [Accepted: 02/10/2023] [Indexed: 05/03/2023]
Abstract
Chlamydomonas reinhardtii evolved a CO2-concentrating mechanism (CCM) because of the limited CO2 in its natural environment. One critical component of the C. reinhardtii CCM is the limiting CO2 inducible B (LCIB) protein. LCIB is required for acclimation to air levels of CO2. C. reinhardtii cells with a mutated LCIB protein have an 'air-dier' phenotype when grown in low CO2 conditions, meaning they die in air levels of CO2 but can grow in high and very low CO2 conditions. The LCIB protein functions together with its close homolog in C. reinhardtii, limiting CO2 inducible C protein (LCIC), in a hexameric LCIB-LCIC complex. LCIB has been proposed to act as a vectoral carbonic anhydrase (CA) that helps to recapture CO2 that would otherwise leak out of the chloroplast. Although both LCIB and LCIC are structurally similar to βCAs, their CA activity has not been demonstrated to date. We provide evidence that LCIB is an active CA using a Saccharomyces cerevisiae CA knockout mutant (∆NCE103) and an Arabidopsis thaliana βCA5 knockout mutant (βca5). We show that different truncated versions of the LCIB protein complement ∆NCE103, while the full length LCIB protein complements βca5 plants, so that both the yeast and plant mutants can grow in low CO2 conditions.
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Affiliation(s)
- Remmy W Kasili
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, 70803, USA
| | - Ashwani K Rai
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, 70803, USA
| | - James V Moroney
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA, 70803, USA.
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7
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Kupriyanova EV, Pronina NA, Los DA. Adapting from Low to High: An Update to CO 2-Concentrating Mechanisms of Cyanobacteria and Microalgae. PLANTS (BASEL, SWITZERLAND) 2023; 12:1569. [PMID: 37050194 PMCID: PMC10096703 DOI: 10.3390/plants12071569] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 04/03/2023] [Accepted: 04/04/2023] [Indexed: 06/19/2023]
Abstract
The intracellular accumulation of inorganic carbon (Ci) by microalgae and cyanobacteria under ambient atmospheric CO2 levels was first documented in the 80s of the 20th Century. Hence, a third variety of the CO2-concentrating mechanism (CCM), acting in aquatic photoautotrophs with the C3 photosynthetic pathway, was revealed in addition to the then-known schemes of CCM, functioning in CAM and C4 higher plants. Despite the low affinity of ribulose-1,5-bisphosphate carboxylase/oxygenase (Rubisco) of microalgae and cyanobacteria for the CO2 substrate and low CO2/O2 specificity, CCM allows them to perform efficient CO2 fixation in the reductive pentose phosphate (RPP) cycle. CCM is based on the coordinated operation of strategically located carbonic anhydrases and CO2/HCO3- uptake systems. This cooperation enables the intracellular accumulation of HCO3-, which is then employed to generate a high concentration of CO2 molecules in the vicinity of Rubisco's active centers compensating up for the shortcomings of enzyme features. CCM functions as an add-on to the RPP cycle while also acting as an important regulatory link in the interaction of dark and light reactions of photosynthesis. This review summarizes recent advances in the study of CCM molecular and cellular organization in microalgae and cyanobacteria, as well as the fundamental principles of its functioning and regulation.
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8
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Ma Y, Hou Y, Wang W, Cui M, Guo Z, Han T, Liu Z, Hao N, Chen F, Zhao L. Insights into carbon utilization under mixotrophic conditions in Chlamydomonas. BIORESOURCE TECHNOLOGY 2023; 374:128788. [PMID: 36828225 DOI: 10.1016/j.biortech.2023.128788] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 02/19/2023] [Accepted: 02/20/2023] [Indexed: 06/18/2023]
Abstract
Mixotrophic microalgae cultivation with various carbon resources is considered as a strategy that could increase biomass. However, the mechanism of carbon utilization between inorganic carbon (IC) and organic carbon (OC) remains unknown. In this study, IC and OC consumption, chlorophyll fluorescence parameters, intracellular Nicotinamide adenine dinucleotide phosphate content and transcriptional changes in related genes were characterized. The results showed that IC was utilized preferentially, whereas 76% IC was consumed at 8 h. Subsequently, OC was the dominant carbon resource for fermentation. The cell density in the IC group was 100% higher than that in the group without IC at 24 h. Bicarbonate addition enhanced photosynthesis by dissipating less energy and generating more electrons and energy, which benefited OC assimilation. This finding was verified by qRT-PCR analysis. These results elucidate the carbon utilization mechanism under mixotrophic conditions, which provide clues for promoting microalgae growth by regulating carbon utilization.
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Affiliation(s)
- Yanbo Ma
- College of Life Science, North China University of Science and Technology. Tangshan, China; Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Yuyong Hou
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China; National Center of Technology Innovation for Synthetic Biology, Tianjin, China
| | - Weijie Wang
- College of Life Science, North China University of Science and Technology. Tangshan, China
| | - Meijie Cui
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Zhile Guo
- College of Life Science, North China University of Science and Technology. Tangshan, China; Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Tong Han
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Zhiyong Liu
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China; National Center of Technology Innovation for Synthetic Biology, Tianjin, China
| | - Nahui Hao
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China
| | - Fangjian Chen
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China; National Center of Technology Innovation for Synthetic Biology, Tianjin, China
| | - Lei Zhao
- Key Laboratory of Engineering Biology for Low-carbon Manufacturing, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin, China; National Center of Technology Innovation for Synthetic Biology, Tianjin, China.
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9
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Förster B, Rourke LM, Weerasooriya HN, Pabuayon ICM, Rolland V, Au EK, Bala S, Bajsa-Hirschel J, Kaines S, Kasili R, LaPlace L, Machingura MC, Massey B, Rosati VC, Stuart-Williams H, Badger MR, Price GD, Moroney JV. The Chlamydomonas reinhardtii chloroplast envelope protein LCIA transports bicarbonate in planta. JOURNAL OF EXPERIMENTAL BOTANY 2023:erad116. [PMID: 36987927 DOI: 10.1093/jxb/erad116] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2023] [Indexed: 06/19/2023]
Abstract
LCIA is a chloroplast envelope protein associated with the CO2 concentrating mechanism of the green alga Chlamydomonas reinhardtii. LCIA is postulated to be a HCO3- channel, but previous studies were unable to show that LCIA was actively transporting bicarbonate in planta. Therefore, LCIA activity was investigated more directly in two heterologous systems: an E. coli mutant (DCAKO) lacking both native carbonic anhydrases and an Arabidopsis mutant (βca5) missing the plastid carbonic anhydrase βCA5. Both DCAKO and βca5 cannot grow in ambient CO2 conditions, as they lack carbonic anhydrase-catalyzed production of the necessary HCO3- concentration for lipid and nucleic acid biosynthesis. Expression of LCIA restored growth in both systems in ambient CO2 conditions, which strongly suggests that LCIA is facilitating HCO3- uptake in each system. To our knowledge, this is the first direct evidence that LCIA moves HCO3- across membranes in bacteria and plants. Furthermore, the βca5 plant bioassay used in this study is the first system for testing HCO3- transport activity in planta, an experimental breakthrough that will be valuable for future studies aimed at improving the photosynthetic efficiency of crop plants using components from algal CO2 concentrating mechanisms.
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Affiliation(s)
- Britta Förster
- The Australian National University, Canberra, ACT 2600, Australia
| | - Loraine M Rourke
- The Australian National University, Canberra, ACT 2600, Australia
| | - Hiruni N Weerasooriya
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Isaiah C M Pabuayon
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Vivien Rolland
- CSIRO Agriculture and Food, Canberra, ACT 2601, Australia
| | - Eng Kee Au
- The Australian National University, Canberra, ACT 2600, Australia
| | - Soumi Bala
- The Australian National University, Canberra, ACT 2600, Australia
| | - Joanna Bajsa-Hirschel
- Natural Products Utilization Research Unit, United States Department of Agriculture, University, MS 38677, USA
| | - Sarah Kaines
- The Australian National University, Canberra, ACT 2600, Australia
| | - Remmy Kasili
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Lillian LaPlace
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
| | | | - Baxter Massey
- The Australian National University, Canberra, ACT 2600, Australia
| | - Viviana C Rosati
- Department of Biology, Centre for Novel Agricultural Products (CNAP), University of York, Wentworth Way, York YO10 5DD, UK
| | | | - Murray R Badger
- The Australian National University, Canberra, ACT 2600, Australia
| | - G Dean Price
- The Australian National University, Canberra, ACT 2600, Australia
| | - James V Moroney
- Department of Biological Sciences, Louisiana State University, Baton Rouge, LA 70803, USA
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10
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Zhao Y, Isozaki A, Herbig M, Hayashi M, Hiramatsu K, Yamazaki S, Kondo N, Ohnuki S, Ohya Y, Nitta N, Goda K. Intelligent sort-timing prediction for image-activated cell sorting. Cytometry A 2023; 103:88-97. [PMID: 35766305 DOI: 10.1002/cyto.a.24664] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 05/20/2022] [Accepted: 06/11/2022] [Indexed: 02/07/2023]
Abstract
Intelligent image-activated cell sorting (iIACS) has enabled high-throughput image-based sorting of single cells with artificial intelligence (AI) algorithms. This AI-on-a-chip technology combines fluorescence microscopy, AI-based image processing, sort-timing prediction, and cell sorting. Sort-timing prediction is particularly essential due to the latency on the order of milliseconds between image acquisition and sort actuation, during which image processing is performed. The long latency amplifies the effects of the fluctuations in the flow speed of cells, leading to fluctuation and uncertainty in the arrival time of cells at the sort point on the microfluidic chip. To compensate for this fluctuation, iIACS measures the flow speed of each cell upstream, predicts the arrival timing of the cell at the sort point, and activates the actuation of the cell sorter appropriately. Here, we propose and demonstrate a machine learning technique to increase the accuracy of the sort-timing prediction that would allow for the improvement of sort event rate, yield, and purity. Specifically, we trained an algorithm to predict the sort timing for morphologically heterogeneous budding yeast cells. The algorithm we developed used cell morphology, position, and flow speed as inputs for prediction and achieved 41.5% lower prediction error compared to the previously employed method based solely on flow speed. As a result, our technique would allow for an increase in the sort event rate of iIACS by a factor of ~2.
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Affiliation(s)
- Yaqi Zhao
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Akihiro Isozaki
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Maik Herbig
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Mika Hayashi
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Kotaro Hiramatsu
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Sota Yamazaki
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Naoko Kondo
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba, Japan
| | - Shinsuke Ohnuki
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba, Japan
| | - Yoshikazu Ohya
- Department of Integrated Biosciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba, Japan.,Collaborative Research Institute for Innovative Microbiology, The University of Tokyo, Tokyo, Japan
| | | | - Keisuke Goda
- Department of Chemistry, Graduate School of Science, The University of Tokyo, Tokyo, Japan.,CYBO, Tokyo, Japan.,Department of Bioengineering, University of California, California, Los Angeles, USA.,Institute of Technological Sciences, Wuhan University, Hubei, China
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11
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Adler L, Díaz-Ramos A, Mao Y, Pukacz KR, Fei C, McCormick AJ. New horizons for building pyrenoid-based CO2-concentrating mechanisms in plants to improve yields. PLANT PHYSIOLOGY 2022; 190:1609-1627. [PMID: 35961043 PMCID: PMC9614477 DOI: 10.1093/plphys/kiac373] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 07/06/2022] [Indexed: 05/06/2023]
Abstract
Many photosynthetic species have evolved CO2-concentrating mechanisms (CCMs) to improve the efficiency of CO2 assimilation by Rubisco and reduce the negative impacts of photorespiration. However, the majority of plants (i.e. C3 plants) lack an active CCM. Thus, engineering a functional heterologous CCM into important C3 crops, such as rice (Oryza sativa) and wheat (Triticum aestivum), has become a key strategic ambition to enhance yield potential. Here, we review recent advances in our understanding of the pyrenoid-based CCM in the model green alga Chlamydomonas reinhardtii and engineering progress in C3 plants. We also discuss recent modeling work that has provided insights into the potential advantages of Rubisco condensation within the pyrenoid and the energetic costs of the Chlamydomonas CCM, which, together, will help to better guide future engineering approaches. Key findings include the potential benefits of Rubisco condensation for carboxylation efficiency and the need for a diffusional barrier around the pyrenoid matrix. We discuss a minimal set of components for the CCM to function and that active bicarbonate import into the chloroplast stroma may not be necessary for a functional pyrenoid-based CCM in planta. Thus, the roadmap for building a pyrenoid-based CCM into plant chloroplasts to enhance the efficiency of photosynthesis now appears clearer with new challenges and opportunities.
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Affiliation(s)
- Liat Adler
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, UK
| | - Aranzazú Díaz-Ramos
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, UK
| | - Yuwei Mao
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, UK
| | - Krzysztof Robin Pukacz
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, UK
| | - Chenyi Fei
- Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey 08544, USA
| | - Alistair J McCormick
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3BF, UK
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Zhang N, Pazouki L, Nguyen H, Jacobshagen S, Bigge BM, Xia M, Mattoon EM, Klebanovych A, Sorkin M, Nusinow DA, Avasthi P, Czymmek KJ, Zhang R. Comparative Phenotyping of Two Commonly Used Chlamydomonas reinhardtii Background Strains: CC-1690 (21gr) and CC-5325 (The CLiP Mutant Library Background). PLANTS (BASEL, SWITZERLAND) 2022; 11:585. [PMID: 35270055 PMCID: PMC8912731 DOI: 10.3390/plants11050585] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/07/2022] [Accepted: 02/14/2022] [Indexed: 05/02/2023]
Abstract
The unicellular green alga Chlamydomonas reinhardtii is an excellent model organism to investigate many essential cellular processes in photosynthetic eukaryotes. Two commonly used background strains of Chlamydomonas are CC-1690 and CC-5325. CC-1690, also called 21gr, has been used for the Chlamydomonas genome project and several transcriptome analyses. CC-5325 is the background strain for the Chlamydomonas Library Project (CLiP). Photosynthetic performance in CC-5325 has not been evaluated in comparison with CC-1690. Additionally, CC-5325 is often considered to be cell-wall deficient, although detailed analysis is missing. The circadian rhythms in CC-5325 are also unclear. To fill these knowledge gaps and facilitate the use of the CLiP mutant library for various screens, we performed phenotypic comparisons between CC-1690 and CC-5325. Our results showed that CC-5325 grew faster heterotrophically in dark and equally well in mixotrophic liquid medium as compared to CC-1690. CC-5325 had lower photosynthetic efficiency and was more heat-sensitive than CC-1690. Furthermore, CC-5325 had an intact cell wall which had comparable integrity to that in CC-1690 but appeared to have reduced thickness. Additionally, CC-5325 could perform phototaxis, but could not maintain a sustained circadian rhythm of phototaxis as CC1690 did. Finally, in comparison to CC-1690, CC-5325 had longer cilia in the medium with acetate but slower swimming speed in the medium without nitrogen and acetate. Our results will be useful for researchers in the Chlamydomonas community to choose suitable background strains for mutant analysis and employ the CLiP mutant library for genome-wide mutant screens under appropriate conditions, especially in the areas of photosynthesis, thermotolerance, cell wall, and circadian rhythms.
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Affiliation(s)
- Ningning Zhang
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Leila Pazouki
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Huong Nguyen
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Sigrid Jacobshagen
- Department of Biology, Western Kentucky University, Bowling Green, KY 42101, USA;
| | - Brae M. Bigge
- Department of Biochemistry and Cell Biology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (B.M.B.); (P.A.)
| | - Ming Xia
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Erin M. Mattoon
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
- Plant and Microbial Biosciences Program, Division of Biology and Biomedical Sciences, Washington University in Saint Louis, St. Louis, MO 63130, USA
| | - Anastasiya Klebanovych
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Maria Sorkin
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
- Plant and Microbial Biosciences Program, Division of Biology and Biomedical Sciences, Washington University in Saint Louis, St. Louis, MO 63130, USA
| | - Dmitri A. Nusinow
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Prachee Avasthi
- Department of Biochemistry and Cell Biology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (B.M.B.); (P.A.)
| | - Kirk J. Czymmek
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
| | - Ru Zhang
- Donald Danforth Plant Science Center, St. Louis, MO 63132, USA; (N.Z.); (L.P.); (H.N.); (M.X.); (E.M.M.); (A.K.); (M.S.); (D.A.N.); (K.J.C.)
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Çakirsoy I, Miyamoto T, Ohtake N. Physiology of microalgae and their application to sustainable agriculture: A mini-review. FRONTIERS IN PLANT SCIENCE 2022; 13:1005991. [PMID: 36466259 PMCID: PMC9712798 DOI: 10.3389/fpls.2022.1005991] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Accepted: 10/24/2022] [Indexed: 05/13/2023]
Abstract
Concern that depletion of fertilizer feedstocks, which are a finite mineral resource, threatens agricultural sustainability has driven the exploration of sustainable methods of soil fertilization. Given that microalgae, which are unicellular photosynthetic organisms, can take up nutrients efficiently from water systems, their application in a biological wastewater purification system followed by the use of their biomass as a fertilizer alternative has attracted attention. Such applications of microalgae would contribute to the accelerated recycling of nutrients from wastewater to farmland. Many previous reports have provided information on the physiological characteristics of microalgae that support their utility. In this review, we focus on recent achievements of studies on microalgal physiology and relevant applications and outline the prospects for the contribution of microalgae to the establishment of sustainable agricultural practices.
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Affiliation(s)
- Iffet Çakirsoy
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
| | - Takuji Miyamoto
- Sakeology Center, Niigata University, Niigata, Japan
- *Correspondence: Takuji Miyamoto, ; Norikuni Ohtake,
| | - Norikuni Ohtake
- Graduate School of Science and Technology, Niigata University, Niigata, Japan
- *Correspondence: Takuji Miyamoto, ; Norikuni Ohtake,
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