1
|
Diaz Arenas C, Alvarez M, Wilson RH, Shakhnovich EI, Ogbunugafor CB. Protein Quality Control is a Master Modulator of Molecular Evolution in Bacteria. Genome Biol Evol 2025; 17:evaf010. [PMID: 39837347 PMCID: PMC11789785 DOI: 10.1093/gbe/evaf010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 01/05/2025] [Accepted: 01/15/2025] [Indexed: 01/23/2025] Open
Abstract
The bacterial protein quality control (PQC) network comprises a set of genes that promote proteostasis (proteome homeostasis) through proper protein folding and function via chaperones, proteases, and protein translational machinery. It participates in vital cellular processes and influences organismal development and evolution. In this review, we examine the mechanistic bases for how the bacterial PQC network influences molecular evolution. We discuss the relevance of PQC components to contemporary issues in evolutionary biology including epistasis, evolvability, and the navigability of protein space. We examine other areas where proteostasis affects aspects of evolution and physiology, including host-parasite interactions. More generally, we demonstrate that the study of bacterial systems can aid in broader efforts to understand the relationship between genotype and phenotype across the biosphere.
Collapse
Affiliation(s)
- Carolina Diaz Arenas
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06520, USA
| | - Maristella Alvarez
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06520, USA
| | - Robert H Wilson
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Eugene I Shakhnovich
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02138, USA
| | - C Brandon Ogbunugafor
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT 06520, USA
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Santa Fe Institute, Santa Fe, NM 87501, USA
| |
Collapse
|
2
|
Koc AC, Sari V, Kocak G, Recber T, Nemutlu E, Aberdam D, Güven S. Patient-derived cornea organoid model to study metabolomic characterization of rare disease: aniridia-associated keratopathy. BMC Ophthalmol 2025; 25:14. [PMID: 39794714 PMCID: PMC11724546 DOI: 10.1186/s12886-024-03831-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 12/23/2024] [Indexed: 01/13/2025] Open
Abstract
BACKGROUND Aniridia is a rare panocular disease caused by gene mutation in the PAX6, which is essential for eye development. Aniridia is inherited in an autosomal dominant manner, but its phenotype can vary significantly among individuals with the same mutation. Animal models, such as drosophila, zebrafish, and rodents, have been used to study aniridia through Pax6 deletions. Recently, patient-derived limbal epithelial stem cells (LESCs) and human-induced pluripotent stem cells (hiPSCs) have been used to model the disease in vitro, providing new insights into therapeutic strategies. METHODS In this study, corneal organoids were generated from hiPSCs derived from aniridia patients with three different PAX6 nonsense mutations, allowing for a detailed comparison between diseased and healthy control models. These organoids structurally mimicked the human cornea and were used to investigate histologic and metabolomic differences between healthy and aniridia-derived samples. RESULTS Untargeted metabolomic analysis revealed significant metabolic differences between wild-type (WT) and aniridia-associated keratopathy (AAK) hiPSCs. Further metabolomic profiling at different time points demonstrated distinct metabolic shifts, with amino acid metabolism pathways being consistently enriched in AAK organoids. CONCLUSIONS This study emphasizes the profound impact of AAK mutations on metabolism, particularly in amino acid biosynthesis and energy metabolism pathways.
Collapse
Affiliation(s)
- Ali Can Koc
- Izmir Biomedicine and Genome Center, 35340, Izmir, Türkiye
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340, Izmir, Türkiye
| | - Vedat Sari
- Izmir Biomedicine and Genome Center, 35340, Izmir, Türkiye
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340, Izmir, Türkiye
| | - Gamze Kocak
- Izmir Biomedicine and Genome Center, 35340, Izmir, Türkiye
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340, Izmir, Türkiye
| | - Tuba Recber
- Department of Analytical Chemistry, Faculty of Pharmacy, Hacettepe University, Sıhhiye, 06100, Ankara, Türkiye
| | - Emirhan Nemutlu
- Department of Analytical Chemistry, Faculty of Pharmacy, Hacettepe University, Sıhhiye, 06100, Ankara, Türkiye
| | - Daniel Aberdam
- INSERM U1138, Centre de Recherche Des Cordeliers, Sorbonne Paris Cité University, Paris, France
| | - Sinan Güven
- Izmir Biomedicine and Genome Center, 35340, Izmir, Türkiye.
- Izmir International Biomedicine and Genome Institute, Dokuz Eylül University, 35340, Izmir, Türkiye.
- Department of Medical Biology and Genetics, Faculty of Medicine, Dokuz Eylül University, 35340, Izmir, Türkiye.
| |
Collapse
|
3
|
Dai Y, Zhou J, Wei C, Chai L, Xie X, Liu R, Lv Y. "Iridium Signature" Mass Spectrometric Probes: New Tools Integrated in a Liquid Chromatography-Mass Spectrometry Workflow for Routine Profiling of Nitric Oxide and Metabolic Fingerprints in Cells. Anal Chem 2023. [PMID: 37262414 DOI: 10.1021/acs.analchem.3c01076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Nitric oxide (NO) is a highly reactive signaling molecule involved in diverse biological processes. Simultaneous profiling of NO and associated metabolic fingerprints in a single assay allows more accurate assessments of cell states and offers the possibility to better understand its exact biological roles. Herein, a multiplexing LC-MS workflow was established for simultaneous detection of intracellular NO and various metabolites based on a novel "iridium signature" mass spectrometric probe (Ir-MSP841). This Ir-MSP841 can convert highly liable NO to a stable permanently charged triazole product (Ir-TP852), enabling direct MS detection of NO. This 191/193Ir-signature mass spectrometric probe-based approach is endowed with overwhelming advantages of interference-free, high quantitative accuracy, and great sensitivity (limit of detection down to 0.14 nM). It also reveals good linearity over a wide concentration range 12.5-500 nM and has been successfully employed for exploring the release behaviors of three representative NO donors in cells. Meanwhile, metabolic profiling results reveal that varying the concentrations of NO has distinct effects on various cellular metabolites. This study provides a robust, sensitive, and versatile method for simultaneous detection of NO and numerous metabolites in a single LC-MS run and expands its applications in biomedical research.
Collapse
Affiliation(s)
- Yongcheng Dai
- Key Laboratory of Green Chemistry and Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
| | - Jing Zhou
- Analytical and Testing Center, Sichuan University, Chengdu 610064, China
| | - Chudong Wei
- Key Laboratory of Green Chemistry and Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
| | - Li Chai
- Core Facility of West China Hospital, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Xiaobo Xie
- Analytical and Testing Center, Sichuan University, Chengdu 610064, China
| | - Rui Liu
- Key Laboratory of Green Chemistry and Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
| | - Yi Lv
- Key Laboratory of Green Chemistry and Technology, Ministry of Education, College of Chemistry, Sichuan University, Chengdu, Sichuan 610064, China
- Analytical and Testing Center, Sichuan University, Chengdu 610064, China
| |
Collapse
|
4
|
Schlossarek D, Zhang Y, Sokolowska EM, Fernie AR, Luzarowski M, Skirycz A. Don't let go: co-fractionation mass spectrometry for untargeted mapping of protein-metabolite interactomes. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 113:904-914. [PMID: 36575913 DOI: 10.1111/tpj.16084] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Revised: 12/20/2022] [Accepted: 12/23/2022] [Indexed: 06/17/2023]
Abstract
The chemical complexity of metabolomes goes hand in hand with their functional diversity. Small molecules have many essential roles, many of which are executed by binding and modulating the function of a protein partner. The complex and dynamic protein-metabolite interaction (PMI) network underlies most if not all biological processes, but remains under-characterized. Herein, we highlight how co-fractionation mass spectrometry (CF-MS), a well-established approach to map protein assemblies, can be used for proteome and metabolome identification of the PMIs. We will review recent CF-MS studies, discuss the main advantages and limitations, summarize the available CF-MS guidelines, and outline future challenges and opportunities.
Collapse
Affiliation(s)
- Dennis Schlossarek
- Depeartment One, Max-Planck-Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
| | - Youjun Zhang
- Depeartment One, Max-Planck-Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
| | - Ewelina M Sokolowska
- Depeartment One, Max-Planck-Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
| | - Alisdair R Fernie
- Depeartment One, Max-Planck-Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
| | - Marcin Luzarowski
- Center for Molecular Biology Heidelberg, Heidelberg University, Heidelberg, Germany
| | - Aleksandra Skirycz
- Depeartment One, Max-Planck-Institute of Molecular Plant Physiology, 14476, Potsdam, Germany
- Boyce Thompson Institute, Ithaca, NY, 14850, USA
- School of Integrative Plant Science, Cornell University, Ithaca, NY, 14850, USA
| |
Collapse
|
5
|
Sadat A, Tiwari S, Sunidhi S, Chaphalkar A, Kochar M, Ali M, Zaidi Z, Sharma A, Verma K, Narayana Rao KB, Tripathi M, Ghosh A, Gautam D, Atul, Ray A, Mapa K, Chakraborty K. Conserved and divergent chaperoning effects of Hsp60/10 chaperonins on protein folding landscapes. Proc Natl Acad Sci U S A 2022; 119:e2118465119. [PMID: 35486698 PMCID: PMC9170145 DOI: 10.1073/pnas.2118465119] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2021] [Accepted: 03/02/2022] [Indexed: 12/21/2022] Open
Abstract
The GroEL/ES chaperonin cavity surface charge properties, especially the negative charges, play an important role in its capacity to assist intracavity protein folding. Remarkably, the larger fraction of GroEL/ES negative charges are not conserved among different bacterial species, resulting in a large variation in negative-charge density in the GroEL/ES cavity across prokaryotes. Intriguingly, eukaryotic GroEL/ES homologs have the lowest negative-charge density in the chaperonin cavity. This prompted us to investigate if GroEL’s chaperoning mechanism changed during evolution. Using a model in vivo GroEL/ES substrate, we show that the ability of GroEL/ES to buffer entropic traps in the folding pathway of its substrate was partially dependent upon the negative-charge density inside its cavity. While this activity of GroEL/ES was found to be essential for Escherichia coli, it has been perfected in some organisms and diminished in others. However, irrespective of their charges, all the tested homologs retained their ability to regulate polypeptide chain collapse and remove enthalpic traps from folding pathways. The ability of these GroEL/ES homologs to buffer mutational variations in a model substrate correlated with their negative-charge density. Thus, Hsp60/10 chaperonins in different organisms may have changed to accommodate a different spectrum of mutations on their substrates.
Collapse
Affiliation(s)
- Anwar Sadat
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Satyam Tiwari
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - S. Sunidhi
- Department of Computational Biology, Indraprastha Institute of Information Technology–Delhi, New Delhi 110020, India
| | - Aseem Chaphalkar
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Manisha Kochar
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Mudassar Ali
- Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, Greater Noida 201314, India
| | - Zainab Zaidi
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Akanksha Sharma
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Kanika Verma
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Kannan Boosi Narayana Rao
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Manjul Tripathi
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Asmita Ghosh
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Deepika Gautam
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| | - Atul
- Department of Computational Biology, Indraprastha Institute of Information Technology–Delhi, New Delhi 110020, India
| | - Arjun Ray
- Department of Computational Biology, Indraprastha Institute of Information Technology–Delhi, New Delhi 110020, India
| | - Koyeli Mapa
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, Greater Noida 201314, India
| | - Kausik Chakraborty
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
- Chemical and System Biology Unit, CSIR–Institute of Genomics and Integrative Biology, New Delhi 110025, India
| |
Collapse
|
6
|
Iyengar BR, Wagner A. GroEL/S overexpression helps to purge deleterious mutations and reduce genetic diversity during adaptive protein evolution. Mol Biol Evol 2022; 39:6540901. [PMID: 35234895 PMCID: PMC9188349 DOI: 10.1093/molbev/msac047] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Chaperones are proteins that help other proteins fold. They also affect the adaptive evolution of their client proteins by buffering the effect of deleterious mutations and increasing the genetic diversity of evolving proteins. We study how the bacterial chaperone GroE (GroEL + GroES) affects the evolution of green fluorescent protein (GFP). To this end we subjected GFP to multiple rounds of mutation and selection for its color phenotype in four replicate E. coli populations, and studied its evolutionary dynamics through high-throughput sequencing and mutant engineering. We evolved GFP both under stabilizing selection for its ancestral (green) phenotype, and to directional selection for a new (cyan) phenotype. We did so both under low and high expression of the chaperone GroE. In contrast to previous work, we observe that GroE does not just buffer but also helps purge deleterious (fluorescence reducing) mutations from evolving populations. In doing so, GroE helps reduce the genetic diversity of evolving populations. In addition, it causes phenotypic heterogeneity in mutants with the same genotype, helping to enhance their fluorescence in some cells, and reducing it in others. Our observations show that chaperones can affect adaptive evolution in more than one way.
Collapse
|
7
|
Verma K, Verma M, Chaphalkar A, Chakraborty K. Recent advances in understanding the role of proteostasis. Fac Rev 2021; 10:72. [PMID: 34632458 PMCID: PMC8483240 DOI: 10.12703/r/10-72] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Maintenance of a functional proteome is achieved through the mechanism of proteostasis that involves precise coordination between molecular machineries assisting a protein from its conception to demise. Although each organelle within a cell has its own set of proteostasis machinery, inter-organellar communication and cell non-autonomous signaling bring forth the multidimensional nature of the proteostasis network. Exposure to extrinsic and intrinsic stressors can challenge the proteostasis network, leading to the accumulation of aberrant proteins or a decline in the proteostasis components, as seen during aging and in several diseases. Here, we summarize recent advances in understanding the role of proteostasis and its regulation in aging and disease, including monogenetic and infectious diseases. We highlight some of the emerging as well as unresolved questions in proteostasis that need to be addressed to overcome pathologies associated with damaged proteins and to promote healthy aging.
Collapse
Affiliation(s)
- Kanika Verma
- CSIR-Institute of Genomics and Integrative Biology, Mathura Road, Delhi, India
- Academy of Scientific and Innovative Research, CSIR-HRDC, Ghaziabad, Uttar Pradesh, India
| | - Monika Verma
- CSIR-Institute of Genomics and Integrative Biology, Mathura Road, Delhi, India
- Academy of Scientific and Innovative Research, CSIR-HRDC, Ghaziabad, Uttar Pradesh, India
| | - Aseem Chaphalkar
- CSIR-Institute of Genomics and Integrative Biology, Mathura Road, Delhi, India
- Academy of Scientific and Innovative Research, CSIR-HRDC, Ghaziabad, Uttar Pradesh, India
| | - Kausik Chakraborty
- CSIR-Institute of Genomics and Integrative Biology, Mathura Road, Delhi, India
- Academy of Scientific and Innovative Research, CSIR-HRDC, Ghaziabad, Uttar Pradesh, India
| |
Collapse
|
8
|
Hassell DS, Steingesser MG, Denney AS, Johnson CR, McMurray MA. Chemical rescue of mutant proteins in living Saccharomyces cerevisiae cells by naturally occurring small molecules. G3-GENES GENOMES GENETICS 2021; 11:6323229. [PMID: 34544143 PMCID: PMC8496222 DOI: 10.1093/g3journal/jkab252] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Accepted: 06/29/2021] [Indexed: 11/14/2022]
Abstract
Intracellular proteins function in a complex milieu wherein small molecules influence protein folding and act as essential cofactors for enzymatic reactions. Thus protein function depends not only on amino acid sequence but also on the concentrations of such molecules, which are subject to wide variation between organisms, metabolic states, and environmental conditions. We previously found evidence that exogenous guanidine reverses the phenotypes of specific budding yeast septin mutants by binding to a WT septin at the former site of an Arg side chain that was lost during fungal evolution. Here, we used a combination of targeted and unbiased approaches to look for other cases of "chemical rescue" by naturally occurring small molecules. We report in vivo rescue of hundreds of Saccharomyces cerevisiae mutants representing a variety of genes, including likely examples of Arg or Lys side chain replacement by the guanidinium ion. Failed rescue of targeted mutants highlight features required for rescue, as well as key differences between the in vitro and in vivo environments. Some non-Arg mutants rescued by guanidine likely result from "off-target" effects on specific cellular processes in WT cells. Molecules isosteric to guanidine and known to influence protein folding had a range of effects, from essentially none for urea, to rescue of a few mutants by DMSO. Strikingly, the osmolyte trimethylamine-N-oxide rescued ∼20% of the mutants we tested, likely reflecting combinations of direct and indirect effects on mutant protein function. Our findings illustrate the potential of natural small molecules as therapeutic interventions and drivers of evolution.
Collapse
Affiliation(s)
- Daniel S Hassell
- Department of Cell and Developmental Biology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Marc G Steingesser
- Department of Cell and Developmental Biology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Ashley S Denney
- Department of Cell and Developmental Biology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Courtney R Johnson
- Department of Cell and Developmental Biology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Michael A McMurray
- Department of Cell and Developmental Biology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
| |
Collapse
|
9
|
Sadat A, Tiwari S, Verma K, Ray A, Ali M, Upadhyay V, Singh A, Chaphalkar A, Ghosh A, Chakraborty R, Chakraborty K, Mapa K. GROEL/ES Buffers Entropic Traps in Folding Pathway during Evolution of a Model Substrate. J Mol Biol 2020; 432:5649-5664. [PMID: 32835659 DOI: 10.1016/j.jmb.2020.08.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 08/18/2020] [Indexed: 10/23/2022]
Abstract
The folding landscape of proteins can change during evolution with the accumulation of mutations that may introduce entropic or enthalpic barriers in the protein folding pathway, making it a possible substrate of molecular chaperones in vivo. Can the nature of such physical barriers of folding dictate the feasibility of chaperone-assistance? To address this, we have simulated the evolutionary step to chaperone-dependence keeping GroEL/ES as the target chaperone and GFP as a model protein in an unbiased screen. We find that the mutation conferring GroEL/ES dependence in vivo and in vitro encode an entropic trap in the folding pathway rescued by the chaperonin. Additionally, GroEL/ES can edit the formation of non-native contacts similar to DnaK/J/E machinery. However, this capability is not utilized by the substrates in vivo. As a consequence, GroEL/ES caters to buffer mutations that predominantly cause entropic traps, despite possessing the capacity to edit both enthalpic and entropic traps in the folding pathway of the substrate protein.
Collapse
Affiliation(s)
- Anwar Sadat
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Satyam Tiwari
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Kanika Verma
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Arjun Ray
- Indraprastha Institute of Information Technology-Delhi, Okhla Industrial Estate, Phase III, New Delhi 110020, India
| | - Mudassar Ali
- Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, NH91, Greater Noida, Gautam Buddha Nagar, Uttar Pradesh 201314, India
| | - Vaibhav Upadhyay
- National Institute of Immunology, Aruna Asaf Ali Marg, New Delhi 110067, India
| | - Anupam Singh
- CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Aseem Chaphalkar
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Asmita Ghosh
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Rahul Chakraborty
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Kausik Chakraborty
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; CSIR-Institute of Genomics and Integrative Biology, Mathura Road, New Delhi 110025, India
| | - Koyeli Mapa
- Academy of Scientific and Innovative Research, CSIR-HRDG, Ghaziabad, Uttar Pradesh 201002, India; Department of Life Sciences, School of Natural Sciences, Shiv Nadar University, NH91, Greater Noida, Gautam Buddha Nagar, Uttar Pradesh 201314, India.
| |
Collapse
|