Rhythmic Mechanisms Governing CAM Photosynthesis in Kalanchoe fedtschenkoi: High-Resolution Temporal Transcriptomics
Abstract
1. Introduction
2. Results
2.1. Rhythmical Expression Under LD and LL Conditions
2.2. Rhythmic Gene Expression Patterns of CAM Pathway Genes
2.3. Rhythmic Gene Expression Patterns of Circadian Clock Genes
2.4. Rhythmic Expression Patterns of Genes Involved in Stomatal Movement
2.5. Rhythmic Expression Patterns of Genes Involved in Post-Transcriptional and Post-Translational Modifications
2.6. Co-Expression Network of Rhythmic Expression Genes
2.7. Hub Genes Relevant to CAM Regulation
3. Discussion
3.1. The Primacy of Diel Cues in Orchestrating the CAM Transcriptome
3.2. The Circadian Clock as a Master Coordinator of Metabolism and Stomatal Gating in CAM
3.3. A Novel Tier of CAM Regulation: Multi-Level Post-Transcriptional and Post-Translational and Control
3.4. An Updated Model for the Molecular Regulation of CAM Photosynthesis
4. Materials and Methods
4.1. Plant Material and Sample Collection
4.2. Total RNA Extraction
4.3. Library Preparation and RNA Sequencing
4.4. Data Analysis
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Borland, A.M.; Wullschleger, S.D.; Weston, D.J.; Hartwell, J.; Tuskan, G.A.; Yang, X.; Cushman, J.C. Climate-resilient agroforestry: Physiological responses to climate change and engineering of crassulacean acid metabolism (CAM) as a mitigation strategy. Plant Cell Environ. 2015, 38, 1833–1849. [Google Scholar] [CrossRef]
- Yang, X.; Cushman, J.C.; Borland, A.M.; Edwards, E.J.; Wullschleger, S.D.; Tuskan, G.A.; Owen, N.A.; Griffiths, H.; Smith, J.A.C.; De Paoli, H.C. A roadmap for research on crassulacean acid metabolism (CAM) to enhance sustainable food and bioenergy production in a hotter, drier world. New Phytol. 2015, 207, 491–504. [Google Scholar] [CrossRef]
- Yang, X.; Liu, Y.; Yuan, G.; Weston, D.J.; Tuskan, G.A. Engineering Crassulacean Acid Metabolism in C3 and C4 Plants. Cold Spring Harb. Perspect. Biol. 2024, 16, a041674. [Google Scholar] [CrossRef]
- Ming, R.; VanBuren, R.; Wai, C.M.; Tang, H.; Schatz, M.C.; Bowers, J.E.; Lyons, E.; Wang, M.-L.; Chen, J.; Biggers, E. The pineapple genome and the evolution of CAM photosynthesis. Nat. Genet. 2015, 47, 1435–1442. [Google Scholar] [CrossRef]
- Moseley, R.C.; Mewalal, R.; Motta, F.; Tuskan, G.A.; Haase, S.; Yang, X. Conservation and diversification of circadian rhythmicity between a model crassulacean acid metabolism plant Kalanchoë fedtschenkoi and a model C3 photosynthesis plant Arabidopsis thaliana. Front. Plant Sci. 2018, 9, 1757. [Google Scholar] [CrossRef] [PubMed]
- Moseley, R.C.; Motta, F.; Tuskan, G.A.; Haase, S.B.; Yang, X. Inference of Gene Regulatory Network Uncovers the Linkage between Circadian Clock and Crassulacean Acid Metabolism in Kalanchoë fedtschenkoi. Cells 2021, 10, 2217. [Google Scholar] [CrossRef]
- Michael, T.P.; Breton, G.; Hazen, S.P.; Priest, H.; Mockler, T.C.; Kay, S.A.; Chory, J. A morning-specific phytohormone gene expression program underlying rhythmic plant growth. PLoS Biol. 2008, 6, e225. [Google Scholar] [CrossRef]
- Boxall, S.F.; Dever, L.V.; Kneřová, J.; Gould, P.D.; Hartwell, J. Phosphorylation of phosphoenolpyruvate carboxylase is essential for maximal and sustained dark CO2 fixation and core circadian clock operation in the obligate crassulacean acid metabolism species Kalanchoë fedtschenkoi. Plant Cell 2017, 29, 2519–2536. [Google Scholar] [CrossRef] [PubMed]
- Boxall, S.F.; Kadu, N.; Dever, L.V.; Kneřová, J.; Waller, J.L.; Gould, P.J.; Hartwell, J. Kalanchoë PPC1 is essential for crassulacean acid metabolism and the regulation of core circadian clock and guard cell signaling genes. Plant Cell 2020, 32, 1136–1160. [Google Scholar] [CrossRef] [PubMed]
- Nimmo, H.G. Entrainment of A rabidopsis roots to the light: Dark cycle by light piping. Plant Cell Environ. 2018, 41, 1742–1748. [Google Scholar] [CrossRef]
- Murata, Y.; Mori, I.C.; Munemasa, S. Diverse stomatal signaling and the signal integration mechanism. Annu. Rev. Plant Biol. 2015, 66, 369–392. [Google Scholar] [CrossRef]
- Lawson, T.; Blatt, M.R. Stomatal size, speed, and responsiveness impact on photosynthesis and water use efficiency. Plant Physiol. 2014, 164, 1556–1570. [Google Scholar] [CrossRef]
- Smith, G.F. A review of exotic Kalanchoe taxa (Crassulaceae subfam. Kalanchooideae) naturalised and cultivated in Africa and the Gulf of Guinea islands, with their nomenclature updated. Phytotaxa 2023, 613, 1–28. [Google Scholar] [CrossRef]
- Liu, D.; Chen, M.; Mendoza, B.; Cheng, H.; Hu, R.; Li, L.; Trinh, C.T.; Tuskan, G.A.; Yang, X. CRISPR/Cas9-mediated targeted mutagenesis for functional genomics research of crassulacean acid metabolism plants. J. Exp. Bot. 2019, 70, 6621–6629. [Google Scholar] [CrossRef]
- Yang, X.; Hu, R.; Yin, H.; Jenkins, J.; Shu, S.; Tang, H.; Liu, D.; Weighill, D.A.; Yim, W.C.; Ha, J. The Kalanchoë genome provides insights into convergent evolution and building blocks of crassulacean acid metabolism. Nat. Commun. 2017, 8, 1899. [Google Scholar] [CrossRef]
- Dai, W.; He, S.; Luo, Y.; Zhao, C.; Yang, Z.; Zhang, J.; Wu, Q.; Wang, W.; Chen, F. TropiCODB: A multi-omics resource for supporting biodesign in tropical crops. BioDes. Res. 2025, 7, 100003. [Google Scholar] [CrossRef]
- Zhang, J.; Hu, R.; Sreedasyam, A.; Garcia, T.M.; Lipzen, A.; Wang, M.; Yerramsetty, P.; Liu, D.; Ng, V.; Schmutz, J. Light-responsive expression atlas reveals the effects of light quality and intensity in Kalanchoë fedtschenkoi, a plant with crassulacean acid metabolism. GigaScience 2020, 9, giaa018. [Google Scholar] [CrossRef]
- Hu, R.; Zhang, J.; Jawdy, S.; Sreedasyam, A.; Lipzen, A.; Wang, M.; Ng, V.; Daum, C.; Keymanesh, K.; Liu, D. Comparative genomics analysis of drought response between obligate CAM and C3 photosynthesis plants. J. Plant Physiol. 2022, 277, 153791. [Google Scholar] [CrossRef] [PubMed]
- Hu, R.; Zhang, J.; Jawdy, S.; Sreedasyam, A.; Lipzen, A.; Wang, M.; Ng, V.; Daum, C.; Keymanesh, K.; Liu, D. Transcriptomic Analysis of the CAM Species Kalanchoë fedtschenkoi Under Low-and High-Temperature Regimes. Plants 2024, 13, 3444. [Google Scholar] [CrossRef] [PubMed]
- Brooks, T.G.; Mrčela, A.; Lahens, N.F.; Paschos, G.K.; Grosser, T.; Skarke, C.; FitzGerald, G.A.; Grant, G.R. Nitecap: An exploratory circadian analysis web application. J. Biol. Rhythm. 2022, 37, 43–52. [Google Scholar] [CrossRef]
- Wang, F.; Han, T.; Jeffrey Chen, Z. Circadian and photoperiodic regulation of the vegetative to reproductive transition in plants. Commun. Biol. 2024, 7, 579. [Google Scholar] [CrossRef]
- Nishio, H.; Cano-Ramirez, D.L.; Muranaka, T.; de Barros Dantas, L.L.; Honjo, M.N.; Sugisaka, J.; Kudoh, H.; Dodd, A.N. Circadian and environmental signal integration in a natural population of Arabidopsis. Proc. Natl. Acad. Sci. USA 2024, 121, e2402697121. [Google Scholar] [CrossRef] [PubMed]
- Laosuntisuk, K.; Elorriaga, E.; Doherty, C.J. The game of timing: Circadian rhythms intersect with changing environments. Annu. Rev. Plant Biol. 2023, 74, 511–538. [Google Scholar] [CrossRef]
- Higashi, T.; Aoki, K.; Nagano, A.J.; Honjo, M.N.; Fukuda, H. Circadian oscillation of the lettuce transcriptome under constant light and light–dark conditions. Front. Plant Sci. 2016, 7, 1114. [Google Scholar] [CrossRef]
- Lawson, T.; Matthews, J. Guard cell metabolism and stomatal function. Annu. Rev. Plant Biol. 2020, 71, 273–302. [Google Scholar] [CrossRef] [PubMed]
- Pillitteri, L.J.; Dong, J. Stomatal development in Arabidopsis. Arab. Book/Am. Soc. Plant Biol. 2013, 11, e0162. [Google Scholar] [CrossRef] [PubMed]
- Langfelder, P.; Horvath, S. WGCNA: An R package for weighted correlation network analysis. BMC Bioinform. 2008, 9, 559. [Google Scholar] [CrossRef]
- Borland, A.M.; Hartwell, J.; Weston, D.J.; Schlauch, K.A.; Tschaplinski, T.J.; Tuskan, G.A.; Yang, X.; Cushman, J.C. Engineering crassulacean acid metabolism to improve water-use efficiency. Trends Plant Sci. 2014, 19, 327–338. [Google Scholar] [CrossRef]
- Greenham, K.; McClung, C.R. Integrating circadian dynamics with physiological processes in plants. Nat. Rev. Genet. 2015, 16, 598–610, Erratum in Nat. Rev. Genet. 2015, 16, 681. [Google Scholar] [CrossRef]
- Tan, Q.W.; Tan, E.; Mutwil, M. Diurnal.plant.tools in 2024: Expanding to Marchantia polymorpha and four angiosperms. Plant Cell Physiol. 2024, 65, 1888–1899. [Google Scholar] [CrossRef]
- Oravec, M.W.; Greenham, K. The adaptive nature of the plant circadian clock in natural environments. Plant Physiol. 2022, 190, 968–980. [Google Scholar] [CrossRef]
- Rivière, Q.; Raskin, V.; de Melo, R.; Boutet, S.; Corso, M.; Defrance, M.; Webb, A.A.; Verbruggen, N.; Anoman, A.D. Effects of light regimes on circadian gene co-expression networks in Arabidopsis thaliana. Plant Direct 2024, 8, e70001. [Google Scholar] [CrossRef] [PubMed]
- Qin, Y.; Liu, Z.; Gao, S.; Martínez-Vasallo, C.; Long, Y.; Zhu, X.; Liu, B.; Gao, Y.; Xu, X.; Nohales, M.A. 48-Hour and 24-Hour Time-lapse Single-nucleus Transcriptomics Reveal Cell-type specific Circadian Rhythms in Arabidopsis. Nat. Commun. 2025, 16, 4171. [Google Scholar] [CrossRef]
- Beraldo, C.; Alboresi, A.; Morosinotto, T. Photoprotective-based strategies to enhance crop yield under fluctuating light conditions. Curr. Opin. Biotechnol. 2026, 97, 103424. [Google Scholar] [CrossRef] [PubMed]
- Melnik, V. Discussion of the possibility of increasing the efficiency of photosynthesis using genetic and metabolic engineering methods. BioDes. Res. 2025, 7, 100006. [Google Scholar]
- Millar, A.J. Input signals to the plant circadian clock. J. Exp. Bot. 2004, 55, 277–283. [Google Scholar] [CrossRef]
- Covington, M.F.; Maloof, J.N.; Straume, M.; Kay, S.A.; Harmer, S.L. Global transcriptome analysis reveals circadian regulation of key pathways in plant growth and development. Genome Biol. 2008, 9, R130. [Google Scholar] [CrossRef] [PubMed]
- Michael, T.P.; Mockler, T.C.; Breton, G.; McEntee, C.; Byer, A.; Trout, J.D.; Hazen, S.P.; Shen, R.; Priest, H.D.; Sullivan, C.M. Network discovery pipeline elucidates conserved time-of-day–specific cis-regulatory modules. PLoS Genet. 2008, 4, e14. [Google Scholar]
- Agetsuma, M.; Furumoto, T.; Yanagisawa, S.; Izui, K. The ubiquitin–proteasome pathway is involved in rapid degradation of phosphoenolpyruvate carboxylase kinase for C4 photosynthesis. Plant Cell Physiol. 2005, 46, 389–398. [Google Scholar] [CrossRef]
- Chen, H.; Feng, H.; Zhang, X.; Zhang, C.; Wang, T.; Dong, J. An Arabidopsis E3 ligase HUB 2 increases histone H2B monoubiquitination and enhances drought tolerance in transgenic cotton. Plant Biotechnol. J. 2019, 17, 556–568. [Google Scholar]
- Zhao, J.; Chen, Q.; Zhou, S.; Sun, Y.; Li, X.; Li, Y. H2Bub1 regulates RbohD-dependent hydrogen peroxide signal pathway in the defense responses to Verticillium dahliae toxins. Plant Physiol. 2020, 182, 640–657. [Google Scholar] [CrossRef]
- Nunez-Vazquez, R.; Desvoyes, B.; Gutierrez, C. Histone variants and modifications during abiotic stress response. Front. Plant Sci. 2022, 13, 984702. [Google Scholar] [CrossRef]
- Seo, P.J.; Mas, P. Multiple layers of posttranslational regulation refine circadian clock activity in Arabidopsis. Plant Cell 2014, 26, 79–87. [Google Scholar] [CrossRef]
- Aguilar-Arnal, L.; Sassone-Corsi, P. Chromatin landscape and circadian dynamics: Spatial and temporal organization of clock transcription. Proc. Natl. Acad. Sci. USA 2015, 112, 6863–6870. [Google Scholar]
- Wang, Y.; Tan, B.-C. Pentatricopeptide repeat proteins in plants: Cellular functions, action mechanisms, and potential applications. Plant Commun. 2025, 6, 101203. [Google Scholar] [CrossRef]
- Meng, L.; Du, M.; Zhu, T.; Li, G.; Ding, Y.; Zhang, Q. PPR proteins in plants: Roles, mechanisms, and prospects for rice research. Front. Plant Sci. 2024, 15, 1416742. [Google Scholar] [CrossRef] [PubMed]
- Chen, L.-Y.; Xin, Y.; Wai, C.M.; Liu, J.; Ming, R. The role of cis-elements in the evolution of crassulacean acid metabolism photosynthesis. Hortic. Res. 2020, 7, 5. [Google Scholar] [CrossRef] [PubMed]
- Wai, C.M.; Weise, S.E.; Ozersky, P.; Mockler, T.C.; Michael, T.P.; VanBuren, R. Time of day and network reprogramming during drought induced CAM photosynthesis in Sedum album. PLoS Genet. 2019, 15, e1008209. [Google Scholar]
- Sreedasyam, A.; Plott, C.; Hossain, M.S.; Lovell, J.T.; Grimwood, J.; Jenkins, J.W.; Daum, C.; Barry, K.; Carlson, J.; Shu, S. JGI Plant Gene Atlas: An updateable transcriptome resource to improve functional gene descriptions across the plant kingdom. Nucleic Acids Res. 2023, 51, 8383–8401. [Google Scholar] [CrossRef] [PubMed]
- Liao, Y.; Smyth, G.K.; Shi, W. featureCounts: An efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics 2013, 30, 923–930. [Google Scholar] [CrossRef]
- Li, B.; Dewey, C.N. RSEM: Accurate transcript quantification from RNA-Seq data with or without a reference genome. BMC Bioinform. 2011, 12, 323. [Google Scholar] [CrossRef] [PubMed]
- Almeida-Silva, F.; Venancio, T.M. BioNERO: An all-in-one R/Bioconductor package for comprehensive and easy biological network reconstruction. Funct. Integr. Genom. 2022, 22, 131–136. [Google Scholar] [CrossRef] [PubMed]
- Winter, D.; Vinegar, B.; Nahal, H.; Ammar, R.; Wilson, G.V.; Provart, N.J. An “Electronic Fluorescent Pictograph” browser for exploring and analyzing large-scale biological data sets. PLoS ONE 2007, 2, e718. [Google Scholar] [CrossRef] [PubMed]








| Gene_ID | Name | Category | Module |
|---|---|---|---|
| Kaladp0095s0055 | PEPC1 | CAM | darkgrey |
| Kaladp0076s0229 | PPDK | CAM | lightgreen |
| Kaladp0574s0015 | RVE1 | Circadian Clock | chocolate2 |
| Kaladp0577s0020 | RVE8 | Circadian Clock | chocolate2 |
| Kaladp0008s0072 | UBC5 | Ubiquitination | antiquewhite2 |
| Kaladp0064s0115 | HUB2 | Ubiquitination | antiquewhite2 |
| Kaladp0066s0002 | UBC32 | Ubiquitination | bisque3 |
| Kaladp0016s0036 | PPR encoding gene 1 | PPR Family | bisque3 |
| Kaladp0042s0241 | PPR encoding gene 3 | PPR Family | lightpink3 |
| Kaladp0046s0269 | PPR encoding gene 4 | PPR Family | bisque3 |
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Hu, R.; Jawdy, S.; Sreedasyam, A.; Lipzen, A.; Wang, M.; Ng, V.; Daum, C.; Keymanesh, K.; Liu, D.; Hu, A.; et al. Rhythmic Mechanisms Governing CAM Photosynthesis in Kalanchoe fedtschenkoi: High-Resolution Temporal Transcriptomics. Int. J. Mol. Sci. 2026, 27, 1342. https://doi.org/10.3390/ijms27031342
Hu R, Jawdy S, Sreedasyam A, Lipzen A, Wang M, Ng V, Daum C, Keymanesh K, Liu D, Hu A, et al. Rhythmic Mechanisms Governing CAM Photosynthesis in Kalanchoe fedtschenkoi: High-Resolution Temporal Transcriptomics. International Journal of Molecular Sciences. 2026; 27(3):1342. https://doi.org/10.3390/ijms27031342
Chicago/Turabian StyleHu, Rongbin, Sara Jawdy, Avinash Sreedasyam, Anna Lipzen, Mei Wang, Vivian Ng, Christopher Daum, Keykhosrow Keymanesh, Degao Liu, Alex Hu, and et al. 2026. "Rhythmic Mechanisms Governing CAM Photosynthesis in Kalanchoe fedtschenkoi: High-Resolution Temporal Transcriptomics" International Journal of Molecular Sciences 27, no. 3: 1342. https://doi.org/10.3390/ijms27031342
APA StyleHu, R., Jawdy, S., Sreedasyam, A., Lipzen, A., Wang, M., Ng, V., Daum, C., Keymanesh, K., Liu, D., Hu, A., Pasha, A., Provart, N. J., Borland, A. M., Tschaplinski, T. J., Tuskan, G. A., Schmutz, J., & Yang, X. (2026). Rhythmic Mechanisms Governing CAM Photosynthesis in Kalanchoe fedtschenkoi: High-Resolution Temporal Transcriptomics. International Journal of Molecular Sciences, 27(3), 1342. https://doi.org/10.3390/ijms27031342

