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Li Z, Zhang Y, Peng B, Qin S, Zhang Q, Chen Y, Chen C, Bao Y, Zhu Y, Hong Y, Liu B, Liu Q, Xu L, Chen X, Ma X, Wang H, Xie L, Yao Y, Deng B, Li J, De B, Chen Y, Wang J, Li T, Liu R, Tang Z, Cao J, Zuo E, Mei C, Zhu F, Shao C, Wang G, Sun T, Wang N, Liu G, Ni JQ, Liu Y. A novel interpretable deep learning-based computational framework designed synthetic enhancers with broad cross-species activity. Nucleic Acids Res 2024; 52:13447-13468. [PMID: 39420601 PMCID: PMC11602155 DOI: 10.1093/nar/gkae912] [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: 02/21/2024] [Revised: 09/25/2024] [Accepted: 10/03/2024] [Indexed: 10/19/2024] Open
Abstract
Enhancers play a critical role in dynamically regulating spatial-temporal gene expression and establishing cell identity, underscoring the significance of designing them with specific properties for applications in biosynthetic engineering and gene therapy. Despite numerous high-throughput methods facilitating genome-wide enhancer identification, deciphering the sequence determinants of their activity remains challenging. Here, we present the DREAM (DNA cis-Regulatory Elements with controllable Activity design platforM) framework, a novel deep learning-based approach for synthetic enhancer design. Proficient in uncovering subtle and intricate patterns within extensive enhancer screening data, DREAM achieves cutting-edge sequence-based enhancer activity prediction and highlights critical sequence features implicating strong enhancer activity. Leveraging DREAM, we have engineered enhancers that surpass the potency of the strongest enhancer within the Drosophila genome by approximately 3.6-fold. Remarkably, these synthetic enhancers exhibited conserved functionality across species that have diverged more than billion years, indicating that DREAM was able to learn highly conserved enhancer regulatory grammar. Additionally, we designed silencers and cell line-specific enhancers using DREAM, demonstrating its versatility. Overall, our study not only introduces an interpretable approach for enhancer design but also lays out a general framework applicable to the design of other types of cis-regulatory elements.
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Affiliation(s)
- Zhaohong Li
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Yuanyuan Zhang
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Bo Peng
- Gene Regulatory Lab, School of Basic Medical Sciences, Tsinghua University, NO. 30 Shuangqing road, Haidian district, Beijing 100084, China
- State Key Laboratory of Molecular Oncology, Tsinghua University, NO. 30 Shuangqing road, Haidian district, Beijing 100084, China
| | - Shenghua Qin
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Qian Zhang
- State Key Laboratory of Mycology, Institute of Microbiology, Chinese Academy of Sciences, NO.1 Beichen West Road, Chaoyang District, Beijing 100101, China
| | - Yun Chen
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Choulin Chen
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Yongzhou Bao
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Yuqi Zhu
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, NO. 7 Pengfei Road, Dapeng District, Shenzhen 518124, China
| | - Yi Hong
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, NO. 7 Pengfei Road, Dapeng District, Shenzhen 518124, China
| | - Binghua Liu
- State Key Laboratory of Maricultural Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, NO.106 Nanjing Road, Shinan District, Qingdao, Shandong 266071, China
| | - Qian Liu
- State Key Laboratory of Maricultural Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, NO.106 Nanjing Road, Shinan District, Qingdao, Shandong 266071, China
| | - Lingna Xu
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Xi Chen
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Key Laboratory of Synthetic Biology, Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Xinhao Ma
- College of Grassland Agriculture, National Beef Cattle Improvement Center, College of Animal Science and Technology, Northwest A&F University, NO. 3 Taicheng Road, Yangling District, Yangling, Shaanxi 712100, China
| | - Hongyan Wang
- State Key Laboratory of Maricultural Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, NO.106 Nanjing Road, Shinan District, Qingdao, Shandong 266071, China
| | - Long Xie
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Yilong Yao
- Green Healthy Aquaculture Research Center, Kunpeng Institute of Modern Agriculture at Foshan, Chinese Academy of Agricultural Sciences, Building 26 Lihe Technology Park, Auxiliary Road of Xinxi Avenue South, Nanhai District, Foshan 528226, China
| | - Biao Deng
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Jiaying Li
- Department of Ophthalmology, Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Dongjiaomin lane No1, Dongcheng District, Beijing 100101, China
| | - Baojun De
- College of Life Sciences, Inner Mongolia Autonomous Region Key Laboratory of Biomanufacturing, Inner Mongolia Agricultural University, NO. 306 Zhaowuda Road, Saihan District, Hohhot 010018, China
| | - Yuting Chen
- College of Life Sciences, Inner Mongolia Autonomous Region Key Laboratory of Biomanufacturing, Inner Mongolia Agricultural University, NO. 306 Zhaowuda Road, Saihan District, Hohhot 010018, China
| | - Jing Wang
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Key Laboratory of Synthetic Biology, Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Tian Li
- College of JUNCAO Science and Ecology, Haixia Institute of Science and Technology, National Engineering Research Center of JUNCAO, Fujian Agriculture and Forestry University (FAFU), NO.15 Shangxiadian Road, Cangshan District, Fuzhou 0350002, China
| | - Ranran Liu
- Institute of Animal Science, Chinese Academy of Agricultural Sciences, Yuanmingyuan West Road NO. 2, Haidian District, Beijing 100193, China
| | - Zhonglin Tang
- Green Healthy Aquaculture Research Center, Kunpeng Institute of Modern Agriculture at Foshan, Chinese Academy of Agricultural Sciences, Building 26 Lihe Technology Park, Auxiliary Road of Xinxi Avenue South, Nanhai District, Foshan 528226, China
| | - Junwei Cao
- College of Life Sciences, Inner Mongolia Autonomous Region Key Laboratory of Biomanufacturing, Inner Mongolia Agricultural University, NO. 306 Zhaowuda Road, Saihan District, Hohhot 010018, China
| | - Erwei Zuo
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Chugang Mei
- College of Grassland Agriculture, National Beef Cattle Improvement Center, College of Animal Science and Technology, Northwest A&F University, NO. 3 Taicheng Road, Yangling District, Yangling, Shaanxi 712100, China
| | - Fangjie Zhu
- College of JUNCAO Science and Ecology, Haixia Institute of Science and Technology, National Engineering Research Center of JUNCAO, Fujian Agriculture and Forestry University (FAFU), NO.15 Shangxiadian Road, Cangshan District, Fuzhou 0350002, China
| | - Changwei Shao
- State Key Laboratory of Maricultural Biobreeding and Sustainable Goods, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, NO.106 Nanjing Road, Shinan District, Qingdao, Shandong 266071, China
| | - Guirong Wang
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Key Laboratory of Synthetic Biology, Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
| | - Tongjun Sun
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, NO. 7 Pengfei Road, Dapeng District, Shenzhen 518124, China
| | - Ningli Wang
- Department of Ophthalmology, Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Dongjiaomin lane No1, Dongcheng District, Beijing 100101, China
| | - Gang Liu
- State Key Laboratory of Mycology, Institute of Microbiology, Chinese Academy of Sciences, NO.1 Beichen West Road, Chaoyang District, Beijing 100101, China
| | - Jian-Quan Ni
- Gene Regulatory Lab, School of Basic Medical Sciences, Tsinghua University, NO. 30 Shuangqing road, Haidian district, Beijing 100084, China
- State Key Laboratory of Molecular Oncology, Tsinghua University, NO. 30 Shuangqing road, Haidian district, Beijing 100084, China
- SXMU-Tsinghua Collaborative Innovation Center for Frontier Medicine, Shanxi Medical University, NO. 56 Xinjian South Road, Yingze District, Taiyuan 030001, China
| | - Yuwen Liu
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Livestock and Poultry Multi-Omics of MARA, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Innovation Group of Pig Genome Design and Breeding, Research Centre for Animal Genome, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Buxin Road NO. 97, Dapeng District, Shenzhen 518124, China
- Green Healthy Aquaculture Research Center, Kunpeng Institute of Modern Agriculture at Foshan, Chinese Academy of Agricultural Sciences, Building 26 Lihe Technology Park, Auxiliary Road of Xinxi Avenue South, Nanhai District, Foshan 528226, China
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Zuo W, Yin G, Zhang L, Zhang W, Xu R, Wang Y, Li J, Kang Z. Engineering artificial cross-species promoters with different transcriptional strengths. Synth Syst Biotechnol 2024; 10:49-57. [PMID: 39224149 PMCID: PMC11366860 DOI: 10.1016/j.synbio.2024.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 07/22/2024] [Accepted: 08/07/2024] [Indexed: 09/04/2024] Open
Abstract
As a fundamental tool in synthetic biology, promoters are pivotal in regulating gene expression, enabling precise genetic control and spurring innovation across diverse biotechnological applications. However, most advances in engineered genetic systems rely on host-specific regulation of the genetic portion. With the burgeoning diversity of synthetic biology chassis cells, there emerges a pressing necessity to broaden the universal promoter toolkit spectrum, ensuring adaptability across various microbial chassis cells for enhanced applicability and customization in the evolving landscape of synthetic biology. In this study, we analyzed and validated the primary structures of natural endogenous promoters from Escherichia coli, Bacillus subtilis, Corynebacterium glutamicum, Saccharomyces cerevisiae, and Pichia pastoris, and through strategic integration and rational modification of promoter motifs, we developed a series of cross-species promoters (Psh) with transcriptional activity in five strains (prokaryotic and eukaryotic). This series of cross species promoters can significantly expand the synthetic biology promoter toolkit while providing a foundation and inspiration for standardized development of universal components The combinatorial use of key elements from prokaryotic and eukaryotic promoters presented in this study represents a novel strategy that may offer new insights and methods for future advancements in promoter engineering.
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Affiliation(s)
- Wenjie Zuo
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Guobin Yin
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Luyao Zhang
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Weijiao Zhang
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Ruirui Xu
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Yang Wang
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Jianghua Li
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Industrial Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
| | - Zhen Kang
- The Science Center for Future Foods, Jiangnan University, Wuxi, 214122, China
- The Key Laboratory of Carbohydrate Chemistry and Biotechnology, Ministry of Education, School of Biotechnology, Jiangnan University, Wuxi, 214122, China
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