1
|
Chakraborty C, Bhattacharya M, Sharma AR, Chatterjee S, Agoramoorthy G, Lee SS. Structural Landscape of nsp Coding Genomic Regions of SARS-CoV-2-ssRNA Genome: A Structural Genomics Approach Toward Identification of Druggable Genome, Ligand-Binding Pockets, and Structure-Based Druggability. Mol Biotechnol 2024; 66:641-662. [PMID: 36463562 PMCID: PMC9735222 DOI: 10.1007/s12033-022-00605-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 11/07/2022] [Indexed: 12/05/2022]
Abstract
SARS-CoV-2 has a single-stranded RNA genome (+ssRNA), and synthesizes structural and non-structural proteins (nsps). All 16 nsp are synthesized from the ORF1a, and ORF1b regions associated with different life cycle preprocesses, including replication. The regions of ORF1a synthesizes nsp1 to 11, and ORF1b synthesizes nsp12 to 16. In this paper, we have predicted the secondary structure conformations, entropy & mountain plots, RNA secondary structure in a linear fashion, and 3D structure of nsp coding genes of the SARS-CoV-2 genome. We have also analyzed the A, T, G, C, A+T, and G+C contents, GC-profiling of these genes, showing the range of the GC content from 34.23 to 48.52%. We have observed that the GC-profile value of the nsp coding genomic regions was less (about 0.375) compared to the whole genome (about 0.38). Additionally, druggable pockets were identified from the secondary structure-guided 3D structural conformations. For secondary structure generation of all the nsp coding genes (nsp 1-16), we used a recent algorithm-based tool (deep learning-based) along with the conventional algorithms (centroid and MFE-based) to develop secondary structural conformations, and we found stem-loop, multi-branch loop, pseudoknot, and the bulge structural components, etc. The 3D model shows bound and unbound forms, branched structures, duplex structures, three-way junctions, four-way junctions, etc. Finally, we identified binding pockets of nsp coding genes which will help as a fundamental resource for future researchers to develop RNA-targeted therapeutics using the druggable genome.
Collapse
Affiliation(s)
- Chiranjib Chakraborty
- Department of Biotechnology, School of Life Science and Biotechnology, Adamas University, Kolkata, West Bengal, 700126, India.
| | - Manojit Bhattacharya
- Department of Zoology, Fakir Mohan University, Vyasa Vihar, Balasore, Odisha, 756020, India
| | - Ashish Ranjan Sharma
- Institute for Skeletal Aging & Orthopaedic Surgery, Hallym University-Chuncheon Sacred Heart Hospital, Chuncheon-si, Gangwon-do, 24252, Republic of Korea
| | - Srijan Chatterjee
- Department of Biotechnology, School of Life Science and Biotechnology, Adamas University, Kolkata, West Bengal, 700126, India
| | | | - Sang-Soo Lee
- Institute for Skeletal Aging & Orthopaedic Surgery, Hallym University-Chuncheon Sacred Heart Hospital, Chuncheon-si, Gangwon-do, 24252, Republic of Korea
| |
Collapse
|
2
|
Li J, Li C, Xu W. Liver cancer-specific mutations in functional domains of ADAR2 lead to the elevation of coding and non-coding RNA editing in multiple tumor-related genes. Mol Genet Genomics 2024; 299:1. [PMID: 38170228 DOI: 10.1007/s00438-023-02091-5] [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: 08/24/2023] [Accepted: 10/17/2023] [Indexed: 01/05/2024]
Abstract
Mutation is the major cause of phenotypic innovations. Apart from DNA mutations, the alteration on RNA such as the ADAR-mediated A-to-I RNA editing could also shape the phenotype. These two layers of variations have not been systematically combined to study their collective roles in cancers. We collected the high-quality transcriptomes of ten hepatocellular carcinoma (HCC) and the matched control samples. We systematically identified HCC-specific mutations in the exonic regions and profiled the A-to-I RNA editome in each sample. All ten HCC samples had mutations in the CDS of ADAR2 gene (dsRNA-binding domain or catalytic domain). The consequence of these mutations converged to the elevation of ADAR2 efficiency as reflected by the global increase of RNA editing levels in HCC. The up-regulated editing sites (UES) were enriched in the CDS and UTR of oncogenes and tumor suppressor genes (TSG), indicating the possible roles of these target genes in HCC oncogenesis. We present the mutation-ADAR2-UES-oncogene/TSG-HCC axis that explains how mutations at different layers would finally lead to abnormal phenotype. In the light of central dogma, our work provides novel insights into how to fully take advantage of the transcriptome data to decipher the consequence of mutations.
Collapse
Affiliation(s)
- Jian Li
- Department of Molecular Imaging and Nuclear Medicine, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Chaowei Li
- Department of PET/CT, The Second Clinical Medical College of Qingdao University (Qingdao Center Hospital), Qingdao, 266042, China
| | - Wengui Xu
- Department of Molecular Imaging and Nuclear Medicine, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China.
| |
Collapse
|
3
|
Hou Q, Shang L, Chen X, Luo Q, Wei L, Zhang C. Convergent evolution of allele-specific gene expression that leads to non-small cell lung cancer in different human populations. J Appl Genet 2023:10.1007/s13353-023-00813-4. [PMID: 38036772 DOI: 10.1007/s13353-023-00813-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Revised: 11/21/2023] [Accepted: 11/24/2023] [Indexed: 12/02/2023]
Abstract
Phenotypical innovations during evolution are caused by novel mutations, which are usually heterozygous at the beginning. The gene expressions on two alleles of these mutation sites are not necessarily identical, leading to flexible allele-specific regulation in cell systems. We retrieve the transcriptome data of normal and non-small cell lung cancer (NSCLC) tissues from 47 African Americans (AA) and 50 European Americans (EA). We analyze the differentially expressed genes (DEGs) in NSCLC as well as the tumor-specific mutations. Expression and mutation profiles show convergent evolution in AA and EA populations. The tumor-specific mutations are poorly overlapped, but many of them are located in the same genes, mainly oncogenes and tumor suppressor genes. The DEGs in tumors are majorly caused by the mutated alleles rather than normal alleles. The relative expressions of mutated alleles are highly correlated between AA and EA. The differential expression in NSCLC is predominantly mediated by the mutated alleles on heterozygous sites. This molecular mechanism underlying NSCLC oncogenesis is conserved across different human populations, exhibiting convergent evolution. We present this novel angle that differential expression analysis should be performed separately for different alleles. Our ideas should greatly benefit the cancer community.
Collapse
Affiliation(s)
- Qiuyu Hou
- Department of Thoracic Surgery, Qingdao Eighth People's Hospital, Qingdao, 266100, Shandong, China
| | - Lifeng Shang
- Department of Thoracic Surgery, Qingdao Eighth People's Hospital, Qingdao, 266100, Shandong, China
| | - Xu Chen
- Department of Thoracic Surgery, Qingdao Eighth People's Hospital, Qingdao, 266100, Shandong, China
| | - Qiang Luo
- Department of Thoracic Surgery, Qingdao Eighth People's Hospital, Qingdao, 266100, Shandong, China
| | - Liang Wei
- Department of Thoracic Surgery, Qingdao Eighth People's Hospital, Qingdao, 266100, Shandong, China
| | - Chence Zhang
- Department of Thoracic Surgery, Qingdao Eighth People's Hospital, Qingdao, 266100, Shandong, China.
| |
Collapse
|
4
|
Wang Y, Li Z, Wang X, Jiang W, Jiang W. SARS-CoV-2 continuously optimizes its codon usage to adapt to human lung environment. J Appl Genet 2023; 64:831-837. [PMID: 37740828 DOI: 10.1007/s13353-023-00790-8] [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: 03/27/2023] [Revised: 09/14/2023] [Accepted: 09/16/2023] [Indexed: 09/25/2023]
Abstract
Viruses need to utilize the resources from host cells to reproduce themselves. RNA translation rate, which is largely determined by codon usage, is the rate-limiting step across the life cycle of viruses. Adapting to the codon usage of hosts would help virus better proliferate. We retrieved the time-course mutation profile of millions of world-wide SARS-CoV-2 sequences. For synonymous mutations, we defined whether a mutation elevate or reduce the relative synonymous codon usage (RSCU). We found that if a synonymous mutation in SARS-CoV-2 increases the RSCU (calculated from human lungs), denoted as delta RSCU > 0, then this mutation is positively selected because the allele frequency (AF) of this mutation increases with time, and vice versa. The results suggest that in SARS-CoV-2, the synonymous mutations that increase codon optimality are beneficial to the virus and are favored by natural selection. For the first time, we used the dynamics of allele frequency to demonstrate that SARS-CoV-2 is continuously optimizing its codon usage to adapt to human lungs. Nevertheless, adaptation to other human tissues cannot be excluded. These results warn us that under this global pandemic, synonymous mutations in SARS-CoV-2 should not be automatically ignored since they indeed change the fitness of the virus.
Collapse
Affiliation(s)
- Yinglian Wang
- Institute of Integrated Medicine, Qingdao Medical College, Qingdao University, Qingdao, 266071, Shandong, China
- Changyi People's Hospital, Weifang, 261300, Shandong, China
| | - Zhenhua Li
- Pulmonary and Critical Care Medicine Department 2, Qingdao Municipal Hospital of Traditional Chinese Medicine (Qingdao Hiser Medical Group), Qingdao, 266033, China
- Department of Respiratory Diseases, The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao Haici Hospital, Qingdao, 266033, Shandong, China
| | - Xiuxiu Wang
- Department of Respiratory Medicine, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao, 266035, Shandong, China
| | - Wen Jiang
- Pulmonary and Critical Care Medicine Department 2, Qingdao Municipal Hospital of Traditional Chinese Medicine (Qingdao Hiser Medical Group), Qingdao, 266033, China
- Department of Respiratory Diseases, The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao Haici Hospital, Qingdao, 266033, Shandong, China
| | - Wenqing Jiang
- Pulmonary and Critical Care Medicine Department 2, Qingdao Municipal Hospital of Traditional Chinese Medicine (Qingdao Hiser Medical Group), Qingdao, 266033, China.
- Department of Respiratory Diseases, The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao Haici Hospital, Qingdao, 266033, Shandong, China.
| |
Collapse
|
5
|
Bian Z, Wu Z, Liu N, Jiang X. The efficacy and safety of SARS-CoV-2 vaccines mRNA1273 and BNT162b2 might be complicated by rampant C-to-U RNA editing. J Appl Genet 2023; 64:361-365. [PMID: 36943642 PMCID: PMC10028319 DOI: 10.1007/s13353-023-00756-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 02/14/2023] [Accepted: 03/12/2023] [Indexed: 03/23/2023]
Abstract
The SARS-CoV-2 RNA vaccines are smartly designed to increase the synonymous codon usage by introducing multiple U-to-C mutations. This design would elevate the translation efficiency of vaccine RNAs. However, we found evidence to reason that the designed cytidines might be converted to uridines again by C-to-U RNA deamination in host cells. This C-to-U mechanism might be a main factor that affects the efficacy and safety of RNA vaccines.
Collapse
Affiliation(s)
- Zhongzheng Bian
- Department of Emergency Medicine, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China
| | - Ziqian Wu
- Department of Emergency Medicine, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China
| | - Nan Liu
- Department of Emergency Medicine, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China
| | - Xiao Jiang
- Department of Emergency Intensive Care Unit, The Affiliated Hospital of Qingdao University, Qingdao, 266000, Shandong, China.
| |
Collapse
|
6
|
Evidence Supporting That C-to-U RNA Editing Is the Major Force That Drives SARS-CoV-2 Evolution. J Mol Evol 2023; 91:214-224. [PMID: 36799984 PMCID: PMC9936484 DOI: 10.1007/s00239-023-10097-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 02/03/2023] [Indexed: 02/18/2023]
Abstract
Mutations of DNA organisms are introduced by replication errors. However, SARS-CoV-2, as an RNA virus, is additionally subjected to rampant RNA editing by hosts. Both resources contributed to SARS-CoV-2 mutation and evolution, but the relative prevalence of the two origins is unknown. We performed comparative genomic analyses at intra-species (world-wide SARS-CoV-2 strains) and inter-species (SARS-CoV-2 and RaTG13 divergence) levels. We made prior predictions of the proportion of each mutation type (nucleotide substitution) under different scenarios and compared the observed versus the expected. C-to-T alteration, representing C-to-U editing, is far more abundant that all other mutation types. Derived allele frequency (DAF) as well as novel mutation rate of C-to-T are the highest in SARS-CoV-2 population, and C-T substitution dominates the divergence sites between SARS-CoV-2 and RaTG13. This is compelling evidence suggesting that C-to-U RNA editing is the major source of SARS-CoV-2 mutation. While replication errors serve as a baseline of novel mutation rate, the C-to-U editing has elevated the mutation rate for orders of magnitudes and accelerates the evolution of the virus.
Collapse
|
7
|
Li Y, Hou F, Zhou M, Yang X, Yin B, Jiang W, Xu H. C-to-U RNA deamination is the driving force accelerating SARS-CoV-2 evolution. Life Sci Alliance 2023; 6:6/1/e202201688. [PMID: 36347544 PMCID: PMC9644418 DOI: 10.26508/lsa.202201688] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 10/25/2022] [Accepted: 10/26/2022] [Indexed: 11/09/2022] Open
Abstract
Understanding the molecular mechanism underlying the rampant mutation of SARS-CoV-2 would help us control the COVID-19 pandemic. The APOBEC-mediated C-to-U deamination is a major mutation type in the SARS-CoV-2 genome. However, it is unclear whether the novel mutation rate u is higher for C-to-U than for other mutation types, and what the detailed driving force is. By analyzing the time course SARS-CoV-2 global population data, we found that C-to-U has the highest novel mutation rate u among all mutation types and that this u is still increasing with time (du/dt > 0). Novel C-to-U events, rather than other mutation types, have a preference over particular genomic regions. A less local RNA structure is correlated with a high novel C-to-U mutation rate. A cascade model nicely explains the du/dt > 0 for C-to-U deamination. In SARS-CoV-2, the RNA structure serves as the molecular basis of the extremely high and continuously accelerating C-to-U deamination rate. This mechanism is the driving force of the mutation, adaptation, and evolution of SARS-CoV-2. Our findings help us understand the dynamic evolution of the virus mutation rate.
Collapse
Affiliation(s)
- Yan Li
- Cardiovasology Department I, Qingdao Center Hospital, Qingdao, China
| | - Fanghua Hou
- Cardiovasology Department I, Qingdao Center Hospital, Qingdao, China
| | - Meili Zhou
- Emergency Department, Qingdao Center Hospital, Qingdao, China
| | - Xiaoping Yang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China
| | - Bin Yin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China
| | - Wenqing Jiang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China
| | - Huiqing Xu
- Department of Pathology, Qingdao Haici Hospital, Qingdao, China
| |
Collapse
|
8
|
Hepatitis B virus (HBV) codon adapts well to the gene expression profile of liver cancer: an evolutionary explanation for HBV's oncogenic role. J Microbiol 2022; 60:1106-1112. [PMID: 36251120 PMCID: PMC9574796 DOI: 10.1007/s12275-022-2371-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 09/15/2022] [Accepted: 09/20/2022] [Indexed: 11/02/2022]
Abstract
Due to the evolutionary arms race between hosts and viruses, viruses must adapt to host translation systems to rapidly synthesize viral proteins. Highly expressed genes in hosts have a codon bias related to tRNA abundance, the primary RNA translation rate determinant. We calculated the relative synonymous codon usage (RSCU) of three hepatitis viruses (HAV, HBV, and HCV), SARS-CoV-2, 30 human tissues, and hepatocellular carcinoma (HCC). After comparing RSCU between viruses and human tissues, we calculated the codon adaptation index (CAI) of viral and human genes. HBV and HCV showed the highest correlations with HCC and the normal liver, while SARS-CoV-2 had the strongest association with lungs. In addition, based on HCC RSCU, the CAI of HBV and HCV genes was the highest. HBV and HCV preferentially adapt to the tRNA pool in HCC, facilitating viral RNA translation. After an initial trigger, rapid HBV/HCV translation and replication may change normal liver cells into HCC cells. Our findings reveal a novel perspective on virus-mediated oncogenesis.
Collapse
|
9
|
Kairov U, Amanzhanova A, Karabayev D, Rakhimova S, Aitkulova A, Samatkyzy D, Kalendar R, Kozhamkulov U, Molkenov A, Gabdulkayum A, Sarbassov D, Akilzhanova A. A high scale SARS-CoV-2 profiling by its whole-genome sequencing using Oxford Nanopore Technology in Kazakhstan. Front Genet 2022; 13:906318. [PMID: 36118859 PMCID: PMC9479076 DOI: 10.3389/fgene.2022.906318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Accepted: 07/25/2022] [Indexed: 11/16/2022] Open
Abstract
Severe acute respiratory syndrome (SARS-CoV-2) is responsible for the worldwide pandemic, COVID-19. The original viral whole-genome was sequenced by a high-throughput sequencing approach from the samples obtained from Wuhan, China. Real-time gene sequencing is the main parameter to manage viral outbreaks because it expands our understanding of virus proliferation, spread, and evolution. Whole-genome sequencing is critical for SARS-CoV-2 variant surveillance, the development of new vaccines and boosters, and the representation of epidemiological situations in the country. A significant increase in the number of COVID-19 cases confirmed in August 2021 in Kazakhstan facilitated a need to establish an effective and proficient system for further study of SARS-CoV-2 genetic variants and the development of future Kazakhstan’s genomic surveillance program. The SARS-CoV-2 whole-genome was sequenced according to SARS-CoV-2 ARTIC protocol (EXP-MRT001) by Oxford Nanopore Technologies at the National Laboratory Astana, Kazakhstan to track viral variants circulating in the country. The 500 samples kindly provided by the Republican Diagnostic Center (UMC-NU) and private laboratory KDL “Olymp” were collected from individuals in Nur-Sultan city diagnosed with COVID-19 from August 2021 to May 2022 using real-time reverse transcription-quantitative polymerase chain reaction (RT-qPCR). All samples had a cycle threshold (Ct) value below 20 with an average Ct value of 17.03. The overall average value of sequencing depth coverage for samples is 244X. 341 whole-genome sequences that passed quality control were deposited in the Global initiative on sharing all influenza data (GISAID). The BA.1.1 (n = 189), BA.1 (n = 15), BA.2 (n = 3), BA.1.15 (n = 1), BA.1.17.2 (n = 1) omicron lineages, AY.122 (n = 119), B.1.617.2 (n = 8), AY.111 (n = 2), AY.126 (n = 1), AY.4 (n = 1) delta lineages, one sample B.1.1.7 (n = 1) belongs to alpha lineage, and one sample B.1.637 (n = 1) belongs to small sublineage were detected in this study. This is the first study of SARS-CoV-2 whole-genome sequencing by the ONT approach in Kazakhstan, which can be expanded for the investigation of other emerging viral or bacterial infections on the country level.
Collapse
Affiliation(s)
- Ulykbek Kairov
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
- *Correspondence: Ulykbek Kairov, ; Ainur Akilzhanova,
| | - Amina Amanzhanova
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Daniyar Karabayev
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Saule Rakhimova
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Akbota Aitkulova
- School of Sciences and Humanities, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Diana Samatkyzy
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Ruslan Kalendar
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Ulan Kozhamkulov
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Askhat Molkenov
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Aidana Gabdulkayum
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Dos Sarbassov
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
- School of Sciences and Humanities, Nazarbayev University, Nur-Sultan, Kazakhstan
| | - Ainur Akilzhanova
- Center for Life Sciences, National Laboratory Astana, Nazarbayev University, Nur-Sultan, Kazakhstan
- *Correspondence: Ulykbek Kairov, ; Ainur Akilzhanova,
| |
Collapse
|
10
|
The Sponge Interaction Between Circular RNA and microRNA Serves as a Fast-Evolving Mechanism That Suppresses Non-small Cell Lung Cancer (NSCLC) in Humans. J Mol Evol 2022; 90:362-374. [PMID: 36036266 DOI: 10.1007/s00239-022-10067-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 07/19/2022] [Indexed: 10/15/2022]
Abstract
Non-small cell lung cancer (NSCLC) is one of the most lethal cancer types in the world. Currently, the molecular mechanisms and pathways underlying NSCLC oncogenesis are poorly understood. Using multiple Omics data, we systematically explored the differentially expressed circular RNAs (circRNAs) in NSCLC. We also investigated potential microRNA sponges (that absorb circRNAs) in NSCLC and downstream target genes with experimental verifications. hsa_circ_0003497 was down-regulated in NSCLC and played an inhibitory role in tumorigenesis. In contrast, miR-197-3p was up-regulated in NSCLC. hsa_circ_0003497 directly interacts with miR-197-3p and releases a target gene of miR-197-3p termed CTNND1 (a known tumor suppressor gene). Evolutionary analysis reveals fast evolution of this hsa_circ_0003497-miR-197-3p-CTNND1-NSCLC axis in mammals. This work clarified the biological functions and molecular mechanisms of how hsa_circ_0003497 suppresses NSCLC through miR-197-3p and CTNND1. We discovered molecular markers for the prognosis of NSCLC and provided potential intervention targets for its treatment.
Collapse
|
11
|
Xiao W, Sun Y, Xu J, Zhang N, Dong L. uORF-Mediated Translational Regulation of ATF4 Serves as an Evolutionarily Conserved Mechanism Contributing to Non-Small-Cell Lung Cancer (NSCLC) and Stress Response. J Mol Evol 2022; 90:375-388. [PMID: 35962830 PMCID: PMC9375200 DOI: 10.1007/s00239-022-10068-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 07/20/2022] [Indexed: 11/30/2022]
Abstract
Diseases and environmental stresses are two distinct challenges for virtually all living organisms. In light of evolution, cellular responses to diseases and stresses might share similar molecular mechanisms, but the detailed regulation pathway is not reported yet. We obtained the transcriptomes and translatomes from several NSCLC (non-small-cell lung cancer) patients as well as from different species under normal or stress conditions. We found that the translation level of gene ATF4 is remarkably enhanced in NSCLC due to the reduced number of ribosomes binding to its upstream open reading frames (uORFs). We also showed the evolutionary conservation of this uORF-ATF4 regulation in the stress response of other species. Molecular experiments showed that knockdown of ATF4 reduced the cell growth rate while overexpression of ATF4 enhanced cell growth, especially for the ATF4 allele with mutated uORFs. Population genetics analyses in multiple species verified that the mutations that abolish uATGs (start codon of uORFs) are highly deleterious, suggesting the functional importance of uORFs. Our study proposes an evolutionarily conserved pattern that enhances the ATF4 translation by uORFs upon stress or disease. We generalized the concept of cellular response to diseases and stresses. These two biological processes may share similar molecular mechanisms.
Collapse
Affiliation(s)
- Wenjing Xiao
- Department of Radiotherapy, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China.
| | - Yang Sun
- Department of Radiotherapy, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Jinpeng Xu
- Department of Radiotherapy, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Na Zhang
- Department of Radiotherapy, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Lina Dong
- Department of Radiotherapy, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| |
Collapse
|
12
|
Zhao M, Li C, Dong Y, Wang X, Jiang W, Chen Y. Nothing in SARS-CoV-2 makes sense except in the light of RNA modification? Future Virol 2022; 0. [PMID: 35873408 PMCID: PMC9302237 DOI: 10.2217/fvl-2022-0043] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 07/04/2022] [Indexed: 01/03/2023]
Abstract
The expression pattern of RNA deaminases determines the mutation and evolution of SARS-CoV-2.
Collapse
Affiliation(s)
- Mingmei Zhao
- Department of Neurosurgery, Qingdao Center Hospital, Qingdao, Shandong, 266042, China
| | - Chunxiao Li
- Cardiovasology Department I, Qingdao Center Hospital, Qingdao, Shandong, 266042, China
| | - Yu Dong
- Interventional Catheterization Lab, Qingdao Center Hospital, Qingdao, Shandong, 266042, China
| | - Xuekun Wang
- Cardiovasology Department I, Qingdao Center Hospital, Qingdao, Shandong, 266042, China
| | - Wenqing Jiang
- Department of Respiratory Diseases, The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, 266033, China
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, 266033, China
| | - Yaogang Chen
- Department of Neurosurgery, Qingdao Center Hospital, Qingdao, Shandong, 266042, China
| |
Collapse
|
13
|
Hassanin A. Variation in synonymous nucleotide composition among genomes of sarbecoviruses and consequences for the origin of COVID-19. Gene X 2022; 835:146641. [PMID: 35700806 PMCID: PMC9200079 DOI: 10.1016/j.gene.2022.146641] [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: 01/15/2022] [Revised: 05/19/2022] [Accepted: 06/02/2022] [Indexed: 11/26/2022] Open
Abstract
The subgenus Sarbecovirus includes two human viruses, SARS-CoV and SARS-CoV-2, respectively responsible for the SARS epidemic and COVID-19 pandemic, as well as many bat viruses and two pangolin viruses. Here, the synonymous nucleotide composition (SNC) of Sarbecovirus genomes was analysed by examining third codon-positions, dinucleotides, and degenerate codons. The results show evidence for the eight following groups: (i) SARS-CoV related coronaviruses (SCoVrC including many bat viruses from China), (ii) SARS-CoV-2 related coronaviruses (SCoV2rC; including five bat viruses from Cambodia, Thailand and Yunnan), (iii) pangolin sarbecoviruses, (iv) three bat sarbecoviruses showing evidence of recombination between SCoVrC and SCoV2rC genomes, (v) two highly divergent bat sarbecoviruses from Yunnan, (vi) the bat sarbecovirus from Japan, (vii) the bat sarbecovirus from Bulgaria, and (viii) the bat sarbecovirus from Kenya. All these groups can be diagnosed by specific nucleotide compositional features except the one concerned by recombination between SCoVrC and SCoV2rC. In particular, SCoV2rC genomes have less cytosines and more uracils at third codon-positions than other sarbecoviruses, whereas the genomes of pangolin sarbecoviruses show more adenines at third codon-positions. I suggest that taxonomic differences in the imbalanced nucleotide pools available in host cells during viral replication can explain the eight groups of SNC here detected among Sarbecovirus genomes. A related effect due to hibernating bats and their latitudinal distribution is also discussed. I conclude that the two independent host switches from Rhinolophus bats to pangolins resulted in convergent mutational constraints and that SARS-CoV-2 emerged directly from a horseshoe bat sarbecovirus.
Collapse
Affiliation(s)
- Alexandre Hassanin
- Institut de Systématique, Évolution, Biodiversité (ISYEB), Sorbonne Université, CNRS, EPHE, MNHN, UA, Paris, France.
| |
Collapse
|
14
|
Jones AN, Mourão A, Czarna A, Matsuda A, Fino R, Pyrc K, Sattler M, Popowicz GM. Characterization of SARS-CoV-2 replication complex elongation and proofreading activity. Sci Rep 2022; 12:9593. [PMID: 35688849 PMCID: PMC9185715 DOI: 10.1038/s41598-022-13380-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 02/14/2022] [Indexed: 01/18/2023] Open
Abstract
The replication complex (RC) of SARS-CoV-2 was recently shown to be one of the fastest RNA-dependent RNA polymerases of any known coronavirus. With this rapid elongation, the RC is more prone to incorporate mismatches during elongation, resulting in a highly variable genomic sequence. Such mutations render the design of viral protein targets difficult, as drugs optimized for a given viral protein sequence can quickly become inefficient as the genomic sequence evolves. Here, we use biochemical experiments to characterize features of RNA template recognition and elongation fidelity of the SARS-CoV-2 RdRp, and the role of the exonuclease, nsp14. Our study highlights the 2'OH group of the RNA ribose as a critical component for RdRp template recognition and elongation. We show that RdRp fidelity is reduced in the presence of the 3' deoxy-terminator nucleotide 3'dATP, which promotes the incorporation of mismatched nucleotides (leading to U:C, U:G, U:U, C:U, and A:C base pairs). We find that the nsp10-nsp14 heterodimer is unable to degrade RNA products lacking free 2'OH or 3'OH ribose groups. Our results suggest the potential use of 3' deoxy-terminator nucleotides in RNA-derived oligonucleotide inhibitors as antivirals against SARS-CoV-2.
Collapse
Affiliation(s)
- Alisha N Jones
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstr. 1, 85764, Neuherberg, Germany.,Department of Chemistry, Bavarian NMR Center, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany
| | - André Mourão
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstr. 1, 85764, Neuherberg, Germany.,Department of Chemistry, Bavarian NMR Center, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany
| | - Anna Czarna
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Gronostajowa 7a, 30-387, Kraków, Poland
| | - Alex Matsuda
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Gronostajowa 7a, 30-387, Kraków, Poland
| | - Roberto Fino
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstr. 1, 85764, Neuherberg, Germany.,Department of Chemistry, Bavarian NMR Center, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany
| | - Krzysztof Pyrc
- Virogenetics Laboratory of Virology, Malopolska Centre of Biotechnology, Jagiellonian University, Gronostajowa 7a, 30-387, Kraków, Poland.
| | - Michael Sattler
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstr. 1, 85764, Neuherberg, Germany. .,Department of Chemistry, Bavarian NMR Center, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany.
| | - Grzegorz M Popowicz
- Institute of Structural Biology, Helmholtz Zentrum München, Ingolstädter Landstr. 1, 85764, Neuherberg, Germany. .,Department of Chemistry, Bavarian NMR Center, Technical University of Munich, Lichtenbergstraße 4, 85747, Garching, Germany.
| |
Collapse
|
15
|
Miller JB, Meurs TE, Hodgman MW, Song B, Miller KN, Ebbert MTW, Kauwe JSK, Ridge PG. The Ramp Atlas: facilitating tissue and cell-specific ramp sequence analyses through an intuitive web interface. NAR Genom Bioinform 2022; 4:lqac039. [PMID: 35664804 PMCID: PMC9155233 DOI: 10.1093/nargab/lqac039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Revised: 03/01/2022] [Accepted: 05/24/2022] [Indexed: 11/14/2022] Open
Abstract
Ramp sequences occur when the average translational efficiency of codons near the 5′ end of highly expressed genes is significantly lower than the rest of the gene sequence, which counterintuitively increases translational efficiency by decreasing downstream ribosomal collisions. Here, we show that the relative codon adaptiveness within different tissues changes the existence of a ramp sequence without altering the underlying genetic code. We present the first comprehensive analysis of tissue and cell type-specific ramp sequences and report 3108 genes with ramp sequences that change between tissues and cell types, which corresponds with increased gene expression within those tissues and cells. The Ramp Atlas (https://ramps.byu.edu/) allows researchers to query precomputed ramp sequences in 18 388 genes across 62 tissues and 66 cell types and calculate tissue-specific ramp sequences from user-uploaded FASTA files through an intuitive web interface. We used The Ramp Atlas to identify seven SARS-CoV-2 genes and seven human SARS-CoV-2 entry factor genes with tissue-specific ramp sequences that may help explain viral proliferation within those tissues. We anticipate that The Ramp Atlas will facilitate personalized and creative tissue-specific ramp sequence analyses for both human and viral genes that will increase our ability to utilize this often-overlooked regulatory region.
Collapse
Affiliation(s)
- Justin B Miller
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY 40504, USA
| | - Taylor E Meurs
- Department of Biology, Brigham Young University, Provo, UT 84602, USA
| | - Matthew W Hodgman
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY 40504, USA
| | - Benjamin Song
- Department of Biology, Brigham Young University, Provo, UT 84602, USA
| | - Kyle N Miller
- Department of Computer Science, Utah Valley University, Orem, UT 84058, USA
| | - Mark T W Ebbert
- Sanders-Brown Center on Aging, University of Kentucky, Lexington, KY 40504, USA
| | - John S K Kauwe
- Department of Biology, Brigham Young University, Provo, UT 84602, USA
| | - Perry G Ridge
- Department of Biology, Brigham Young University, Provo, UT 84602, USA
| |
Collapse
|
16
|
Zhao S, Cui H, Hu Z, Du L, Ran X, Wen X. Senecavirus A Enhances Its Adaptive Evolution via Synonymous Codon Bias Evolution. Viruses 2022; 14:v14051055. [PMID: 35632797 PMCID: PMC9146685 DOI: 10.3390/v14051055] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 05/10/2022] [Accepted: 05/12/2022] [Indexed: 12/10/2022] Open
Abstract
Synonymous codon bias in the viral genome affects protein translation and gene expression, suggesting that the synonymous codon mutant plays an essential role in influencing virulence and evolution. However, how the recessive mutant form contributes to virus evolvability remains elusive. In this paper, we characterize how the Senecavirus A (SVA), a picornavirus, utilizes synonymous codon mutations to influence its evolution, resulting in the adaptive evolution of the virus to adverse environments. The phylogenetic tree and Median-joining (MJ)-Network of these SVA lineages worldwide were constructed to reveal SVA three-stage genetic development clusters. Furthermore, we analyzed the codon bias of the SVA genome of selected strains and found that SVA could increase the GC content of the third base of some amino acid synonymous codons to enhance the viral RNA adaptive evolution. Our results highlight the impact of recessive mutation of virus codon bias on the evolution of the SVA and uncover a previously underappreciated evolutionary strategy for SVA. They also underline the importance of understanding the genetic evolution of SVA and how SVA adapts to the adverse effects of external stress.
Collapse
Affiliation(s)
- Simiao Zhao
- College of Animal Science and Technology, Hainan University, Haikou 570228, China; (S.Z.); (H.C.); (Z.H.); (L.D.)
| | - Huiqi Cui
- College of Animal Science and Technology, Hainan University, Haikou 570228, China; (S.Z.); (H.C.); (Z.H.); (L.D.)
- College of Veterinary Medicine, Huazhong Agricultural University, Wuhan 430070, China
| | - Zhenru Hu
- College of Animal Science and Technology, Hainan University, Haikou 570228, China; (S.Z.); (H.C.); (Z.H.); (L.D.)
| | - Li Du
- College of Animal Science and Technology, Hainan University, Haikou 570228, China; (S.Z.); (H.C.); (Z.H.); (L.D.)
| | - Xuhua Ran
- College of Animal Science and Technology, Hainan University, Haikou 570228, China; (S.Z.); (H.C.); (Z.H.); (L.D.)
- Correspondence: (X.R.); (X.W.)
| | - Xiaobo Wen
- College of Animal Science and Technology, Hainan University, Haikou 570228, China; (S.Z.); (H.C.); (Z.H.); (L.D.)
- Correspondence: (X.R.); (X.W.)
| |
Collapse
|
17
|
Wei L. Reconciling the debate on deamination on viral RNA. J Appl Genet 2022; 63:583-585. [PMID: 35507138 PMCID: PMC9065659 DOI: 10.1007/s13353-022-00698-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2022] [Revised: 04/27/2022] [Accepted: 04/29/2022] [Indexed: 11/29/2022]
Affiliation(s)
- Lai Wei
- College of Life Sciences, Beijing Normal University, Beijing, China.
| |
Collapse
|
18
|
Bartas M, Volná A, Beaudoin CA, Poulsen ET, Červeň J, Brázda V, Špunda V, Blundell TL, Pečinka P. Unheeded SARS-CoV-2 proteins? A deep look into negative-sense RNA. Brief Bioinform 2022; 23:6539840. [PMID: 35229157 PMCID: PMC9116216 DOI: 10.1093/bib/bbac045] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 01/13/2022] [Accepted: 01/29/2022] [Indexed: 01/27/2023] Open
Abstract
SARS-CoV-2 is a novel positive-sense single-stranded RNA virus from the Coronaviridae family (genus Betacoronavirus), which has been established as causing the COVID-19 pandemic. The genome of SARS-CoV-2 is one of the largest among known RNA viruses, comprising of at least 26 known protein-coding loci. Studies thus far have outlined the coding capacity of the positive-sense strand of the SARS-CoV-2 genome, which can be used directly for protein translation. However, it has been recently shown that transcribed negative-sense viral RNA intermediates that arise during viral genome replication from positive-sense viruses can also code for proteins. No studies have yet explored the potential for negative-sense SARS-CoV-2 RNA intermediates to contain protein-coding loci. Thus, using sequence and structure-based bioinformatics methodologies, we have investigated the presence and validity of putative negative-sense ORFs (nsORFs) in the SARS-CoV-2 genome. Nine nsORFs were discovered to contain strong eukaryotic translation initiation signals and high codon adaptability scores, and several of the nsORFs were predicted to interact with RNA-binding proteins. Evolutionary conservation analyses indicated that some of the nsORFs are deeply conserved among related coronaviruses. Three-dimensional protein modeling revealed the presence of higher order folding among all putative SARS-CoV-2 nsORFs, and subsequent structural mimicry analyses suggest similarity of the nsORFs to DNA/RNA-binding proteins and proteins involved in immune signaling pathways. Altogether, these results suggest the potential existence of still undescribed SARS-CoV-2 proteins, which may play an important role in the viral lifecycle and COVID-19 pathogenesis.
Collapse
Affiliation(s)
- Martin Bartas
- Department of Biology and Ecology, University of Ostrava, Ostrava 710 00, Czech Republic
| | - Adriana Volná
- Department of Physics, University of Ostrava, Ostrava 710 00, Czech Republic
| | - Christopher A Beaudoin
- Department of Biochemistry, Sanger Building, University of Cambridge, Tennis Court Rd, Cambridge CB2 1GA, UK
| | | | - Jiří Červeň
- Department of Biology and Ecology, University of Ostrava, Ostrava 710 00, Czech Republic
| | - Václav Brázda
- Institute of Biophysics, Czech Academy of Sciences, Brno, 612 65, Czech Republic
| | - Vladimír Špunda
- Department of Physics, University of Ostrava, Ostrava 710 00, Czech Republic.,Global Change Research Institute, Czech Academy of Sciences, Brno, 603 00, Czech Republic
| | - Tom L Blundell
- Department of Biochemistry, Sanger Building, University of Cambridge, Tennis Court Rd, Cambridge CB2 1GA, UK
| | - Petr Pečinka
- Department of Biology and Ecology, University of Ostrava, Ostrava 710 00, Czech Republic
| |
Collapse
|
19
|
Beaudoin CA, Bartas M, Volná A, Pečinka P, Blundell TL. Are There Hidden Genes in DNA/RNA Vaccines? Front Immunol 2022; 13:801915. [PMID: 35211117 PMCID: PMC8860813 DOI: 10.3389/fimmu.2022.801915] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 01/14/2022] [Indexed: 02/02/2023] Open
Abstract
Due to the fast global spreading of the Severe Acute Respiratory Syndrome Coronavirus - 2 (SARS-CoV-2), prevention and treatment options are direly needed in order to control infection-related morbidity, mortality, and economic losses. Although drug and inactivated and attenuated virus vaccine development can require significant amounts of time and resources, DNA and RNA vaccines offer a quick, simple, and cheap treatment alternative, even when produced on a large scale. The spike protein, which has been shown as the most antigenic SARS-CoV-2 protein, has been widely selected as the target of choice for DNA/RNA vaccines. Vaccination campaigns have reported high vaccination rates and protection, but numerous unintended effects, ranging from muscle pain to death, have led to concerns about the safety of RNA/DNA vaccines. In parallel to these studies, several open reading frames (ORFs) have been found to be overlapping SARS-CoV-2 accessory genes, two of which, ORF2b and ORF-Sh, overlap the spike protein sequence. Thus, the presence of these, and potentially other ORFs on SARS-CoV-2 DNA/RNA vaccines, could lead to the translation of undesired proteins during vaccination. Herein, we discuss the translation of overlapping genes in connection with DNA/RNA vaccines. Two mRNA vaccine spike protein sequences, which have been made publicly-available, were compared to the wild-type sequence in order to uncover possible differences in putative overlapping ORFs. Notably, the Moderna mRNA-1273 vaccine sequence is predicted to contain no frameshifted ORFs on the positive sense strand, which highlights the utility of codon optimization in DNA/RNA vaccine design to remove undesired overlapping ORFs. Since little information is available on ORF2b or ORF-Sh, we use structural bioinformatics techniques to investigate the structure-function relationship of these proteins. The presence of putative ORFs on DNA/RNA vaccine candidates implies that overlapping genes may contribute to the translation of smaller peptides, potentially leading to unintended clinical outcomes, and that the protein-coding potential of DNA/RNA vaccines should be rigorously examined prior to administration.
Collapse
Affiliation(s)
- Christopher A. Beaudoin
- Department of Biochemistry, Sanger Building, University of Cambridge, Cambridge, United Kingdom
| | - Martin Bartas
- Department of Biology and Ecology, University of Ostrava, Ostrava, Czechia
| | - Adriana Volná
- Department of Physics, University of Ostrava, Ostrava, Czechia
| | - Petr Pečinka
- Department of Biology and Ecology, University of Ostrava, Ostrava, Czechia
| | - Tom L. Blundell
- Department of Biochemistry, Sanger Building, University of Cambridge, Cambridge, United Kingdom
| |
Collapse
|
20
|
An evolutionarily conserved mechanism that amplifies the effect of deleterious mutations in osteosarcoma. Mol Genet Genomics 2022; 297:373-385. [DOI: 10.1007/s00438-021-01852-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 12/29/2021] [Indexed: 10/19/2022]
|
21
|
Cost-Efficiency Optimization Serves as a Conserved Mechanism that Promotes Osteosarcoma in Mammals. J Mol Evol 2022; 90:139-148. [DOI: 10.1007/s00239-022-10047-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Accepted: 01/06/2022] [Indexed: 10/19/2022]
|
22
|
Zhu L, Wang Q, Zhang W, Hu H, Xu K. Evidence for selection on SARS-CoV-2 RNA translation revealed by the evolutionary dynamics of mutations in UTRs and CDSs. RNA Biol 2022; 19:866-876. [PMID: 35762570 PMCID: PMC9584556 DOI: 10.1080/15476286.2022.2092351] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
RNA translation is the rate-limiting step when cells synthesize proteins. Elevating translation efficiency (TE) is intuitively beneficial. Particularly, when viruses invade host cells, how to compete with endogenous RNAs for efficient translation is a major issue to be resolved. We collected millions of worldwide SARS-CoV-2 sequences during the past year and traced the dynamics of allele frequency of every mutation. We defined adaptive and deleterious mutations according to the rise and fall of their frequencies along time. For 5ʹUTR and synonymous mutations in SARS-CoV-2, the selection on TE is evident near start codons. Adaptive mutations generally decrease GC content while deleterious mutations increase GC content. This trend fades away with increasing distance to start codons. Mutations decreasing GC content near start codons would unravel the complex RNA structure and facilitate translation initiation, which are beneficial to SARS-CoV-2, and vice versa. During this evolutionary arms race between human and virus, SARS-CoV-2 tries to improve its cis elements to compete with host RNAs for rapid translation.
Collapse
Affiliation(s)
- Lin Zhu
- Department of Urology, Peking University People's Hospital, Xicheng, Beijing, China
| | - Qi Wang
- Department of Urology, Peking University People's Hospital, Xicheng, Beijing, China
| | - Weiyu Zhang
- Department of Urology, Peking University People's Hospital, Xicheng, Beijing, China.,Peking University Applied Lithotripsy Institute, Peking University People's Hospital, Xicheng, Beijing, China
| | - Hao Hu
- Department of Urology, Peking University People's Hospital, Xicheng, Beijing, China
| | - Kexin Xu
- Department of Urology, Peking University People's Hospital, Xicheng, Beijing, China
| |
Collapse
|
23
|
Calcagnile M, Verri T, Tredici MS, Forgez P, Alifano M, Alifano P. Codon usage, phylogeny and binding energy estimation predict the evolution of SARS-CoV-2. One Health 2021; 13:100352. [PMID: 34841034 PMCID: PMC8610831 DOI: 10.1016/j.onehlt.2021.100352] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 11/19/2021] [Accepted: 11/23/2021] [Indexed: 12/04/2022] Open
Abstract
In the frames of a One Health strategy, i.e. a strategy should be able to predict susceptibility to infection in both humans and animals, developing a SARS-CoV-2 mutation tracking system is a goal. We observed that the phylogenetic proximity of vertebrate ACE2 receptors does not affect the binding energy for the viral spike protein. However, all viral variants seem to bind ACE2 better in many animals than in humans. Moreover, two observations highlight that the evolution of the virus started at the beginning of 2020 and culminated with the appearance of the variants. First, codon usage analysis shows that the B.1.1.7 (alpha), B.1.351 (beta) and B.1.617.2 (delta) variants, similar in the use of codons, are also similar to a virus sampled in January 2020. Second, the host-specific D614G mutation becomes prevalent starting from March 2020. Overall, we show that SARS-CoV-2 undergoes a process of molecular evolution that begins with the optimization of codons followed by the functional optimization of the spike protein.
Collapse
Affiliation(s)
- Matteo Calcagnile
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Monteroni, 73100 Lecce, Italy
| | - Tiziano Verri
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Monteroni, 73100 Lecce, Italy
| | - Maurizio Salvatore Tredici
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Monteroni, 73100 Lecce, Italy
| | - Patricia Forgez
- INSERM UMR-S 1124 T3S, Eq 5 Cellular Homeostasis, Cancer and Therapy, University of Paris, Campus Saint Germain, Paris, France
| | - Marco Alifano
- Thoracic Surgery Department, Cochin Hospital, APHP Centre, University of Paris, France
- INSERM U1138 Team «Cancer, Immune Control, and Escape», Cordeliers Research Center, University of Paris, France
| | - Pietro Alifano
- Department of Biological and Environmental Sciences and Technologies, University of Salento, Via Monteroni, 73100 Lecce, Italy
| |
Collapse
|
24
|
Zhang Y, Jiang W, Li Y, Jin X, Yang X, Zhang P, Jiang W, Yin B. Fast evolution of SARS-CoV-2 driven by deamination systems in hosts. Future Virol 2021; 16:587-590. [PMID: 34721652 DOI: 10.2217/fvl-2021-0181] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Accepted: 08/25/2021] [Indexed: 11/21/2022]
Abstract
As an RNA virus, the fast evolution of SARS-CoV-2 is driven by the extensive RNA deamination by the host cells.
Collapse
Affiliation(s)
- Yanping Zhang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Shandong, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Wen Jiang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Shandong, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Yan Li
- Department of Cardiology, Qingdao Center Hospital, Shandong, China
| | - Xiaojie Jin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Shandong, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Xiaoping Yang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Shandong, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Pirun Zhang
- College of Basic Medicine, Shandong University of Traditional Chinese Medicine, Shandong, China
| | - Wenqing Jiang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Shandong, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Bin Yin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Shandong, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| |
Collapse
|
25
|
Zhang Y, Jin X, Wang H, Miao Y, Yang X, Jiang W, Yin B. SARS-CoV-2 competes with host mRNAs for efficient translation by maintaining the mutations favorable for translation initiation. J Appl Genet 2021; 63:159-167. [PMID: 34655422 PMCID: PMC8520108 DOI: 10.1007/s13353-021-00665-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 09/24/2021] [Accepted: 10/03/2021] [Indexed: 11/05/2022]
Abstract
During SARS-CoV-2 proliferation, the translation of viral RNAs is usually the rate-limiting step. Understanding the molecular details of this step is beneficial for uncovering the origin and evolution of SARS-CoV-2 and even for controlling the pandemic. To date, it is unclear how SARS-CoV-2 competes with host mRNAs for ribosome binding and efficient translation. We retrieved the coding sequences of all human genes and SARS-CoV-2 genes. We systematically profiled the GC content and folding energy of each CDS. Considering that some fixed or polymorphic mutations exist in SARS-CoV-2 and human genomes, all algorithms and analyses were applied to both pre-mutate and post-mutate versions. In SARS-CoV-2 but not human, the 5-prime end of CDS had lower GC content and less RNA structure than the 3-prime part, which was favorable for ribosome binding and efficient translation initiation. Globally, the fixed and polymorphic mutations in SARS-CoV-2 had created an even lower GC content at the 5-prime end of CDS. In contrast, no similar patterns were observed for the fixed and polymorphic mutations in human genome. Compared with human RNAs, the SARS-CoV-2 RNAs have less RNA structure in the 5-prime end and thus are more favorable of fast translation initiation. The fixed and polymorphic mutations in SARS-CoV-2 are further amplifying this advantage. This might serve as a strategy for SARS-CoV-2 to adapt to the human host.
Collapse
Affiliation(s)
- Yanping Zhang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China
| | - Xiaojie Jin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China
| | - Haiyan Wang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China
| | - Yaoyao Miao
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China
| | - Xiaoping Yang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China
| | - Wenqing Jiang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China.,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China
| | - Bin Yin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, China. .,The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, China.
| |
Collapse
|
26
|
Zhang Y, Jin X, Wang H, Miao Y, Yang X, Jiang W, Yin B. Compelling Evidence Suggesting the Codon Usage of SARS-CoV-2 Adapts to Human After the Split From RaTG13. Evol Bioinform Online 2021; 17:11769343211052013. [PMID: 34646060 PMCID: PMC8504689 DOI: 10.1177/11769343211052013] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 09/17/2021] [Indexed: 11/17/2022] Open
Abstract
SARS-CoV-2 needs to efficiently make use of the resources from hosts in order to survive and propagate. Among the multiple layers of regulatory network, mRNA translation is the rate-limiting step in gene expression. Synonymous codon usage usually conforms with tRNA concentration to allow fast decoding during translation. It is acknowledged that SARS-CoV-2 has adapted to the codon usage of human lungs so that the virus could rapidly proliferate in the lung environment. While this notion seems to nicely explain the adaptation of SARS-CoV-2 to lungs, it is unable to tell why other viruses do not have this advantage. In this study, we retrieve the GTEx RNA-seq data for 30 tissues (belonging to over 17 000 individuals). We calculate the RSCU (relative synonymous codon usage) weighted by gene expression in each human sample, and investigate the correlation of RSCU between the human tissues and SARS-CoV-2 or RaTG13 (the closest coronavirus to SARS-CoV-2). Lung has the highest correlation of RSCU to SARS-CoV-2 among all tissues, suggesting that the lung environment is generally suitable for SARS-CoV-2. Interestingly, for most tissues, SARS-CoV-2 has higher correlations with the human samples compared with the RaTG13-human correlation. This difference is most significant for lungs. In conclusion, the codon usage of SARS-CoV-2 has adapted to human lungs to allow fast decoding and translation. This adaptation probably took place after SARS-CoV-2 split from RaTG13 because RaTG13 is less perfectly correlated with human. This finding depicts the trajectory of adaptive evolution from ancestral sequence to SARS-CoV-2, and also well explains why SARS-CoV-2 rather than other viruses could perfectly adapt to human lung environment.
Collapse
Affiliation(s)
- Yanping Zhang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Xiaojie Jin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Haiyan Wang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Yaoyao Miao
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Xiaoping Yang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Wenqing Jiang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| | - Bin Yin
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
- The Affiliated Qingdao Hiser Hospital of Qingdao University, Qingdao, Shandong, China
| |
Collapse
|
27
|
Chu D, Wei L. Direct in vivo observation of the effect of codon usage bias on gene expression in Arabidopsis hybrids. JOURNAL OF PLANT PHYSIOLOGY 2021; 265:153490. [PMID: 34375820 DOI: 10.1016/j.jplph.2021.153490] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Revised: 08/01/2021] [Accepted: 08/02/2021] [Indexed: 06/13/2023]
Abstract
Hybrids are the perfect materials to study cis regulatory elements because the two parental alleles are subjected to identical trans environments. There has been a debate on whether synonymous codon usage could affect gene expression. In vitro experiments found that luciferase genes with enhanced codon optimality showed elevated mRNA expression. However, the underlying mechanism is still unclear, and no direct evidence is observed to support this notion. By mapping the RNA-seq data of hybrids of Arabidopsis thaliana and Arabidopsis lyrata, we quantified the allele-specific reads and estimated the relative expression of orthologous genes. We focused on orthologous genes with dN = 0 and dS > 0, which means that they only differ in synonymous codon usage. We found that orthologous genes with higher codon optimality in A. thaliana tend to have higher expression levels of the A. thaliana allele. Codon usage bias could influence gene expression. This phenomenon is not only found in in vitro experiments but also supported by in vivo observations. Therefore, synonymous mutations could have a broad impact from multiple aspects and should not be automatically ignored in genomic studies. KEY MESSAGE: In Arabidopsis hybrids, alleles with higher codon optimality tend to have higher expression levels.
Collapse
Affiliation(s)
- Duan Chu
- College of Life Sciences, Beijing Normal University, No. 19 Xinjiekouwai Street, Haidian District, Beijing, China
| | - Lai Wei
- College of Life Sciences, Beijing Normal University, No. 19 Xinjiekouwai Street, Haidian District, Beijing, China.
| |
Collapse
|
28
|
Jiang Y, Cao X, Wang H. Comparative genomic analysis of a naturally born serpentized pig reveals putative mutations related to limb and bone development. BMC Genomics 2021; 22:629. [PMID: 34454433 PMCID: PMC8399796 DOI: 10.1186/s12864-021-07925-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Accepted: 08/08/2021] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND It is believed that natural selection acts on the phenotypical changes caused by mutations. Phenotypically, from fishes to amphibians to reptiles, the emergence of limbs greatly facilitates the landing of ancient vertebrates, but the causal mutations and evolutionary trajectory of this process remain unclear. RESULTS We serendipitously obtained a pig of limbless phenotype. Mutations specific to this handicapped pig were identified using genome re-sequencing and comparative genomic analysis. We narrowed down the causal mutations to particular chromosomes and even several candidate genes and sites, such like a mutation-containing codon in gene BMP7 (bone morphogenetic protein) which was conserved in mammals but variable in lower vertebrates. CONCLUSIONS We parsed the limbless-related mutations in the light of evolution. The limbless pig shows phenocopy of the clades before legs were evolved. Our findings might help deduce the emergence of limbs during vertebrate evolution and should be appealing to the broad community of human genetics and evolutionary biology.
Collapse
Affiliation(s)
- Yankai Jiang
- Department of Joint Surgery, The Second Hospital of Shandong University, Jinan, 250033, Shandong, China
| | - Xinyue Cao
- School of Medicine and Nursing, Dezhou University, Dezhou, 253023, Shandong, China
| | - Haibin Wang
- Department of Joint Surgery, The Second Hospital of Shandong University, Jinan, 250033, Shandong, China.
| |
Collapse
|
29
|
Yu Y, Li Y, Dong Y, Wang X, Li C, Jiang W. Natural selection on synonymous mutations in SARS-CoV-2 and the impact on estimating divergence time. Future Virol 2021. [PMCID: PMC8132620 DOI: 10.2217/fvl-2021-0078] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
To adapt to human host environment, synonymous mutations in SARS-CoV-2 are shaped by tRNA selection, energy cost and RNA structure.
Collapse
Affiliation(s)
- Yuanyuan Yu
- Department of Anesthesiology, Qingdao Haici Hospital, Qingdao, Shandong, China
| | - Yan Li
- Department of Cardiology, Qingdao Center Hospital, Qingdao, Shandong, China
| | - Yu Dong
- Department of Intervention, Qingdao Center Hospital, Qingdao, Shandong, China
| | - Xuekun Wang
- Department of Cardiology, Qingdao Center Hospital, Qingdao, Shandong, China
| | - Chunxiao Li
- Department of Cardiology, Qingdao Center Hospital, Qingdao, Shandong, China
| | - Wenqing Jiang
- Department of Respiratory Diseases, Qingdao Haici Hospital, Qingdao, Shandong, China
| |
Collapse
|
30
|
Human Coronavirus: Envelope Protein Evolution. JOURNAL OF PURE AND APPLIED MICROBIOLOGY 2021. [DOI: 10.22207/jpam.15.2.46] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Envelope protein of human coronavirus play significant role in an evolution and mutation of the virus life cycle. In the present research, the author evaluated amino acid sequences, its abundance and GC content of the genes that corresponds to envelope proteins’ of the human coronaviruses, identified from year 2003-2019. It includes SARS-CoV (2003), HCoV-NL-63 (2003), HCoV-HKU-1 (2004), MERS-CoV (2013), and SARS-CoV-2 (2019). The present research findings illustrated a point mutation in D2 location of SARS-CoV-2 (2019), representing Arginine in the place of Glutamic acid (SARS-CoV, 2003) where glycine was found deleted. SARS-CoV-2 (2019) coronavirus revealed increased abundance of Glutamic acid (100%), Asparagine (67%), Serine (300%) and Valine (85.7%) in comparison with HCoV-NL-63 (2003). We observed lower GC content in the SARS-CoV-2 (2019) among SARS-CoV (2003) and MERS-CoV (2013). The present findings have evolutionary significance and indicate SARS-CoV-2 (2019) adaptation in human.
Collapse
|
31
|
Chu D, Wei L. Context-dependent and -independent selection on synonymous mutations revealed by 1,135 genomes of Arabidopsis thaliana. BMC Ecol Evol 2021; 21:68. [PMID: 33910528 PMCID: PMC8079846 DOI: 10.1186/s12862-021-01792-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 04/11/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Synonymous mutations do not alter the amino acids and therefore are regarded as neutral for a long time. However, they do change the tRNA adaptation index (tAI) of a particular codon (independent of its context), affecting the tRNA availability during translation. They could also change the isoaccepting relationship with its neighboring synonymous codons in particular context, which again affects the local translation process. Evidence of selection pressure on synonymous mutations has emerged. RESULTS The proposed selection patterns on synonymous mutations are never formally and systematically tested in plant species. We fully take advantage of the SNP data from 1,135 A. thaliana lines, and found that the synonymous mutations that increase tAI or the isoaccepting mutations in isoaccepting codon context tend to have higher derived allele frequencies (DAF) compared to other synonymous mutations of the opposite effects. CONCLUSIONS Synonymous mutations are not strictly neutral. The synonymous mutations that increase tAI or the isoaccepting mutations in isoaccepting codon context are likely to be positively selected. We propose the concept of context-dependent and -independent selection on synonymous mutations. These concepts broaden our knowledge of the functional consequences of synonymous mutations, and should be appealing to phytologists and evolutionary biologists.
Collapse
Affiliation(s)
- Duan Chu
- College of Life Sciences, Beijing Normal University, No. 19 Xinjiekouwai Street, Haidian, Beijing, China
| | - Lai Wei
- College of Life Sciences, Beijing Normal University, No. 19 Xinjiekouwai Street, Haidian, Beijing, China.
| |
Collapse
|
32
|
Li Q, Li J, Yu CP, Chang S, Xie LL, Wang S. Synonymous mutations that regulate translation speed might play a non-negligible role in liver cancer development. BMC Cancer 2021; 21:388. [PMID: 33836673 PMCID: PMC8033552 DOI: 10.1186/s12885-021-08131-w] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 03/30/2021] [Indexed: 01/11/2023] Open
Abstract
Background Synonymous mutations do not change the protein sequences. Automatically, they have been regarded as neutral events and are ignored in the mutation-based cancer studies. However, synonymous mutations will change the codon optimality, resulting in altered translational velocity. Methods We fully utilized the transcriptome and translatome of liver cancer and normal tissue from ten patients. We profiled the mutation spectrum and examined the effect of synonymous mutations on translational velocity. Results Synonymous mutations that increase the codon optimality significantly enhanced the translational velocity, and were enriched in oncogenes. Meanwhile, synonymous mutations decreasing codon optimality slowed down translation, and were enriched in tumor suppressor genes. These synonymous mutations significantly contributed to the translational changes in tumor samples compared to normal samples. Conclusions Synonymous mutations might play a role in liver cancer development by altering codon optimality and translational velocity. Synonymous mutations should no longer be ignored in the genome-wide studies.
Collapse
Affiliation(s)
- Qun Li
- Department of interventional radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Jian Li
- Department of interventional radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Chun-Peng Yu
- Department of interventional radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Shuai Chang
- Department of interventional radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Ling-Ling Xie
- Department of interventional radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Song Wang
- Department of interventional radiology, The Affiliated Hospital of Qingdao University, Qingdao, China.
| |
Collapse
|
33
|
Azgari C, Kilinc Z, Turhan B, Circi D, Adebali O. The Mutation Profile of SARS-CoV-2 Is Primarily Shaped by the Host Antiviral Defense. Viruses 2021; 13:394. [PMID: 33801257 PMCID: PMC7999997 DOI: 10.3390/v13030394] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 02/23/2021] [Accepted: 02/24/2021] [Indexed: 12/12/2022] Open
Abstract
Understanding SARS-CoV-2 evolution is a fundamental effort in coping with the COVID-19 pandemic. The virus genomes have been broadly evolving due to the high number of infected hosts world-wide. Mutagenesis and selection are two inter-dependent mechanisms of virus diversification. However, which mechanisms contribute to the mutation profiles of SARS-CoV-2 remain under-explored. Here, we delineate the contribution of mutagenesis and selection to the genome diversity of SARS-CoV-2 isolates. We generated a comprehensive phylogenetic tree with representative genomes. Instead of counting mutations relative to the reference genome, we identified each mutation event at the nodes of the phylogenetic tree. With this approach, we obtained the mutation events that are independent of each other and generated the mutation profile of SARS-CoV-2 genomes. The results suggest that the heterogeneous mutation patterns are mainly reflections of host (i) antiviral mechanisms that are achieved through APOBEC, ADAR, and ZAP proteins, and (ii) probable adaptation against reactive oxygen species.
Collapse
Affiliation(s)
| | | | | | | | - Ogun Adebali
- Faculty of Engineering and Natural Sciences, Sabanci University, Istanbul 34956, Turkey; (C.A.); (Z.K.); (B.T.); (D.C.)
| |
Collapse
|
34
|
Kadam SB, Sukhramani GS, Bishnoi P, Pable AA, Barvkar VT. SARS-CoV-2, the pandemic coronavirus: Molecular and structural insights. J Basic Microbiol 2021; 61:180-202. [PMID: 33460172 PMCID: PMC8013332 DOI: 10.1002/jobm.202000537] [Citation(s) in RCA: 97] [Impact Index Per Article: 32.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Revised: 12/22/2020] [Accepted: 12/28/2020] [Indexed: 12/12/2022]
Abstract
The outbreak of a novel coronavirus associated with acute respiratory disease, called COVID-19, marked the introduction of the third spillover of an animal coronavirus (CoV) to humans in the last two decades. The genome analysis with various bioinformatics tools revealed that the causative pathogen (SARS-CoV-2) belongs to the subgenus Sarbecovirus of the genus Betacoronavirus, with highly similar genome as bat coronavirus and receptor-binding domain (RBD) of spike glycoprotein as Malayan pangolin coronavirus. Based on its genetic proximity, SARS-CoV-2 is likely to have originated from bat-derived CoV and transmitted to humans via an unknown intermediate mammalian host, probably Malayan pangolin. Further, spike protein S1/S2 cleavage site of SARS-CoV-2 has acquired polybasic furin cleavage site which is absent in bat and pangolin suggesting natural selection either in an animal host before zoonotic transfer or in humans following zoonotic transfer. In the current review, we recapitulate a preliminary opinion about the disease, origin and life cycle of SARS-CoV-2, roles of virus proteins in pathogenesis, commonalities, and differences between different corona viruses. Moreover, the crystal structures of SARS-CoV-2 proteins with unique characteristics differentiating it from other CoVs are discussed. Our review also provides comprehensive information on the molecular aspects of SARS-CoV-2 including secondary structures in the genome and protein-protein interactions which can be useful to understand the aggressive spread of the SARS-CoV-2. The mutations and the haplotypes reported in the SARS-CoV-2 genome are summarized to understand the virus evolution.
Collapse
Affiliation(s)
| | | | | | - Anupama A. Pable
- Department of MicrobiologySavitribai Phule Pune UniversityPuneIndia
| | | |
Collapse
|
35
|
Zhao S, Song S, Qi Q, Lei W. Cost-efficiency tradeoff is optimized in various cancer types revealed by genome-wide analysis. Mol Genet Genomics 2021; 296:369-378. [PMID: 33449159 DOI: 10.1007/s00438-020-01747-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Accepted: 11/16/2020] [Indexed: 02/06/2023]
Abstract
The tradeoff between cost and efficiency is omnipresent in organisms. Specifically, how the evolutionary force shapes the tradeoff between biosynthetic cost and translation efficiency remains unclear. In the cancer community, whether the adjustment of cost-efficiency tradeoff acts as a strategy to facilitate tumor proliferation and contributes to oncogenesis is uninvestigated. To address this issue, we retrieved the gene expression profile in various cancer types and the matched normal samples from The Cancer Genome Atlas (TCGA). We found that the highly expressed genes in cancers generally have higher tAI/nitro ratios than those in normal samples. This is possibly caused by the higher tAI/nitro ratios observed in oncogenes than tumor suppressor genes (TSG). Furthermore, in the cancer samples, derived mutations in oncogenes usually lead to higher tAI/nitro ratios, while those mutations in TSG lead to lower tAI/nitro. For a special case of kidney cancer, we investigated several crucial genes in tumor samples versus normal samples, and discovered that the changes in tAI/nitro ratios are correlated with the changes in translation level. Our study for the first time revealed the optimization of cost-efficiency tradeoff in cancers. The cost-efficiency dilemma is optimized by the tumor cells, and is possibly beneficial for the translation and production of oncogenes, and eventually contributes to proliferation and oncogenesis. Our findings could provide novel perspectives in depicting the cancer genomes and might help unravel the cancer evolution.
Collapse
Affiliation(s)
- Shufen Zhao
- Department of Oncological Radiotherapy, Affiliated Hospital of Medical College Qingdao University, Shandong, China
| | - Shanai Song
- Department of Oncological Radiotherapy, Affiliated Hospital of Medical College Qingdao University, Shandong, China
| | - Qi Qi
- Department of Oncological Radiotherapy, Affiliated Hospital of Medical College Qingdao University, Shandong, China
| | - Wei Lei
- Department of Oncological Radiotherapy, Affiliated Hospital of Medical College Qingdao University, Shandong, China.
| |
Collapse
|