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Hebert JD, Xu H, Tang YJ, Ruiz PA, Detrick CR, Wang J, Hughes NW, Donosa O, Andrejka L, Karmakar S, Aboiralor I, Tang R, Sage J, Cong L, Petrov DA, Winslow MM. Efficient and multiplexed somatic genome editing with Cas12a mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.07.583774. [PMID: 38496463 PMCID: PMC10942438 DOI: 10.1101/2024.03.07.583774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Somatic genome editing in mouse models has increased our understanding of the in vivo effects of genetic alterations in areas ranging from neuroscience to cancer biology and beyond. However, existing models are limited in their ability to create multiple targeted edits. Thus, our understanding of the complex genetic interactions that underlie development, homeostasis, and disease remains incomplete. Cas12a is an RNA-guided endonuclease with unique attributes that enable simple targeting of multiple genes with crRNA arrays containing tandem guides. To accelerate and expand the generation of complex genotypes in somatic cells, we generated transgenic mice with Cre-regulated and constitutive expression of enhanced Acidaminococcus sp. Cas12a (enAsCas12a). In these mice, enAsCas12a-mediated somatic genome editing robustly generated compound genotypes, as exemplified by the initiation of diverse cancer types driven by homozygous inactivation of trios of tumor suppressor genes. We further integrated these modular crRNA arrays with clonal barcoding to quantify the size and number of tumors with each array, as well as the efficiency of each crRNA. These Cas12a alleles will enable the rapid generation of disease models and broadly facilitate the high-throughput investigation of coincident genomic alterations in somatic cells in vivo .
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Pudžiuvelytė I, Olechnovič K, Godliauskaite E, Sermokas K, Urbaitis T, Gasiunas G, Kazlauskas D. TemStaPro: protein thermostability prediction using sequence representations from protein language models. Bioinformatics 2024; 40:btae157. [PMID: 38507682 PMCID: PMC11001493 DOI: 10.1093/bioinformatics/btae157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 02/28/2024] [Accepted: 03/18/2024] [Indexed: 03/22/2024] Open
Abstract
MOTIVATION Reliable prediction of protein thermostability from its sequence is valuable for both academic and industrial research. This prediction problem can be tackled using machine learning and by taking advantage of the recent blossoming of deep learning methods for sequence analysis. These methods can facilitate training on more data and, possibly, enable the development of more versatile thermostability predictors for multiple ranges of temperatures. RESULTS We applied the principle of transfer learning to predict protein thermostability using embeddings generated by protein language models (pLMs) from an input protein sequence. We used large pLMs that were pre-trained on hundreds of millions of known sequences. The embeddings from such models allowed us to efficiently train and validate a high-performing prediction method using over one million sequences that we collected from organisms with annotated growth temperatures. Our method, TemStaPro (Temperatures of Stability for Proteins), was used to predict thermostability of CRISPR-Cas Class II effector proteins (C2EPs). Predictions indicated sharp differences among groups of C2EPs in terms of thermostability and were largely in tune with previously published and our newly obtained experimental data. AVAILABILITY AND IMPLEMENTATION TemStaPro software and the related data are freely available from https://github.com/ievapudz/TemStaPro and https://doi.org/10.5281/zenodo.7743637.
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Affiliation(s)
- Ieva Pudžiuvelytė
- Institute of Biotechnology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
- Institute of Computer Science, Faculty of Mathematics and Informatics, Vilnius University, LT-08303 Vilnius, Lithuania
| | - Kliment Olechnovič
- Institute of Biotechnology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
| | | | | | | | - Giedrius Gasiunas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
- CasZyme, LT-10257 Vilnius, Lithuania
| | - Darius Kazlauskas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, LT-10257 Vilnius, Lithuania
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Nomura T, Kim J, Ishikawa M, Suzuki K, Mochida K. High-efficiency genome editing by Cas12a ribonucleoprotein complex in Euglena gracilis. Microb Biotechnol 2024; 17:e14393. [PMID: 38332568 PMCID: PMC10884871 DOI: 10.1111/1751-7915.14393] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 11/18/2023] [Accepted: 12/19/2023] [Indexed: 02/10/2024] Open
Abstract
Transgene-free genome editing based on clustered regularly interspaced short palindromic repeats (CRISPR) technology is key to achieving genetic engineering in microalgae for basic research and industrial applications. Euglena gracilis, a unicellular phytoflagellate microalga, is a promising biomaterial for foods, feeds, cosmetics and biofuels. However, methods for the genetic manipulation of E. gracilis are still limited. Here, we developed a high-efficiency, transgene-free genome editing method for E. gracilis using Lachnospiraceae bacterium CRISPR-associated protein 12a (LbCas12a) ribonucleoprotein (RNP) complex, which complements the previously established Cas9 RNP-based method. Through the direct delivery of LbCas12a-containing RNPs, our method reached mutagenesis rates of approximately 77.2-94.5% at two different E. gracilis target genes, Glucan synthase-like 2 (EgGSL2) and a phytoene synthase gene (EgcrtB). Moreover, in addition to targeted mutagenesis, we demonstrated efficient knock-in and base editing at the target site using LbCas12a-based RNPs with a single-stranded DNA donor template in E. gracilis. This study extends the genetic engineering capabilities of Euglena to accelerate its basic use for research and engineering for bioproduction.
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Affiliation(s)
- Toshihisa Nomura
- RIKEN Center for Sustainable Resource ScienceYokohamaJapan
- RIKEN Baton Zone ProgramYokohamaJapan
- Faculty of AgricultureYamagata UniversityTsuruokaJapan
| | - June‐Silk Kim
- RIKEN Center for Sustainable Resource ScienceYokohamaJapan
- Institute of Plant Science and ResourcesOkayama UniversityOkayamaJapan
| | - Marumi Ishikawa
- RIKEN Baton Zone ProgramYokohamaJapan
- Euglena Co., Ltd.TokyoJapan
| | - Kengo Suzuki
- RIKEN Baton Zone ProgramYokohamaJapan
- Euglena Co., Ltd.TokyoJapan
| | - Keiichi Mochida
- RIKEN Center for Sustainable Resource ScienceYokohamaJapan
- RIKEN Baton Zone ProgramYokohamaJapan
- Kihara Institute for Biological ResearchYokohama City UniversityYokohamaKanagawaJapan
- Graduate School of NanobioscienceYokohama City UniversityYokohamaKanagawaJapan
- School of Information and Data SciencesNagasaki UniversityNagasakiJapan
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Zhou J, Luan X, Liu Y, Wang L, Wang J, Yang S, Liu S, Zhang J, Liu H, Yao D. Strategies and Methods for Improving the Efficiency of CRISPR/Cas9 Gene Editing in Plant Molecular Breeding. PLANTS (BASEL, SWITZERLAND) 2023; 12:1478. [PMID: 37050104 PMCID: PMC10097296 DOI: 10.3390/plants12071478] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 03/21/2023] [Accepted: 03/22/2023] [Indexed: 06/19/2023]
Abstract
Following recent developments and refinement, CRISPR-Cas9 gene-editing technology has become increasingly mature and is being widely used for crop improvement. The application of CRISPR/Cas9 enables the generation of transgene-free genome-edited plants in a short period and has the advantages of simplicity, high efficiency, high specificity, and low production costs, which greatly facilitate the study of gene functions. In plant molecular breeding, the gene-editing efficiency of the CRISPR-Cas9 system has proven to be a key step in influencing the effectiveness of molecular breeding, with improvements in gene-editing efficiency recently becoming a focus of reported scientific research. This review details strategies and methods for improving the efficiency of CRISPR/Cas9 gene editing in plant molecular breeding, including Cas9 variant enzyme engineering, the effect of multiple promoter driven Cas9, and gRNA efficient optimization and expression strategies. It also briefly introduces the optimization strategies of the CRISPR/Cas12a system and the application of BE and PE precision editing. These strategies are beneficial for the further development and optimization of gene editing systems in the field of plant molecular breeding.
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Affiliation(s)
- Junming Zhou
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Xinchao Luan
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Yixuan Liu
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Lixue Wang
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Jiaxin Wang
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Songnan Yang
- College of Agronomy, Jilin Agricultural University, Changchun 130118, China; (S.Y.); (J.Z.)
| | - Shuying Liu
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Jun Zhang
- College of Agronomy, Jilin Agricultural University, Changchun 130118, China; (S.Y.); (J.Z.)
| | - Huijing Liu
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
| | - Dan Yao
- College of Life Sciences, Jilin Agricultural University, Changchun 130118, China; (J.Z.); (X.L.); (Y.L.); (L.W.); (J.W.); (S.L.)
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Maloshenok LG, Abushinova GA, Ryazanova AY, Bruskin SA, Zherdeva VV. Visualizing the Nucleome Using the CRISPR–Cas9 System: From in vitro to in vivo. BIOCHEMISTRY (MOSCOW) 2023; 88:S123-S149. [PMID: 37069118 PMCID: PMC9940691 DOI: 10.1134/s0006297923140080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/22/2023]
Abstract
One of the latest methods in modern molecular biology is labeling genomic loci in living cells using fluorescently labeled Cas protein. The NIH Foundation has made the mapping of the 4D nucleome (the three-dimensional nucleome on a timescale) a priority in the studies aimed to improve our understanding of chromatin organization. Fluorescent methods based on CRISPR-Cas are a significant step forward in visualization of genomic loci in living cells. This approach can be used for studying epigenetics, cell cycle, cellular response to external stimuli, rearrangements during malignant cell transformation, such as chromosomal translocations or damage, as well as for genome editing. In this review, we focused on the application of CRISPR-Cas fluorescence technologies as components of multimodal imaging methods for in vivo mapping of chromosomal loci, in particular, attribution of fluorescence signal to morphological and anatomical structures in a living organism. The review discusses the approaches to the highly sensitive, high-precision labeling of CRISPR-Cas components, delivery of genetically engineered constructs into cells and tissues, and promising methods for molecular imaging.
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Affiliation(s)
- Liliya G Maloshenok
- Bach Institute of Biochemistry, Federal Research Center for Biotechnology of the Russian Academy of Sciences, Moscow, 119071, Russia
- Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow, 119991, Russia
| | - Gerel A Abushinova
- Bach Institute of Biochemistry, Federal Research Center for Biotechnology of the Russian Academy of Sciences, Moscow, 119071, Russia
- Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow, 119991, Russia
| | - Alexandra Yu Ryazanova
- Bach Institute of Biochemistry, Federal Research Center for Biotechnology of the Russian Academy of Sciences, Moscow, 119071, Russia
| | - Sergey A Bruskin
- Bach Institute of Biochemistry, Federal Research Center for Biotechnology of the Russian Academy of Sciences, Moscow, 119071, Russia
- Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow, 119991, Russia
| | - Victoria V Zherdeva
- Bach Institute of Biochemistry, Federal Research Center for Biotechnology of the Russian Academy of Sciences, Moscow, 119071, Russia.
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