Pub Date : 2024-03-29DOI: 10.1016/j.cotox.2024.100475
David Filipovic , Omar Kana , Daniel Marri , Sudin Bhattacharya
The application and analysis of single-cell transcriptomics in toxicology presents unique challenges. These include identifying cell sub-populations sensitive to perturbation; interpreting dynamic shifts in cell type proportions in response to chemical exposures; and performing differential expression analysis in dose–response studies spanning multiple treatment conditions. This review examines these challenges while presenting best practices for critical single cell analysis tasks. This covers areas such as cell type identification; analysis of differential cell type abundance; differential gene expression; and cellular trajectories. Towards enhancing the use of single-cell transcriptomics in toxicology, this review aims to address key challenges in this field and offer practical analytical solutions. Overall, applying appropriate bioinformatic techniques to single-cell transcriptomic data can yield valuable insights into cellular responses to toxic exposures.
{"title":"Unique challenges and best practices for single cell transcriptomic analysis in toxicology","authors":"David Filipovic , Omar Kana , Daniel Marri , Sudin Bhattacharya","doi":"10.1016/j.cotox.2024.100475","DOIUrl":"10.1016/j.cotox.2024.100475","url":null,"abstract":"<div><p>The application and analysis of single-cell transcriptomics in toxicology presents unique challenges. These include identifying cell sub-populations sensitive to perturbation; interpreting dynamic shifts in cell type proportions in response to chemical exposures; and performing differential expression analysis in dose–response studies spanning multiple treatment conditions. This review examines these challenges while presenting best practices for critical single cell analysis tasks. This covers areas such as cell type identification; analysis of differential cell type abundance; differential gene expression; and cellular trajectories. Towards enhancing the use of single-cell transcriptomics in toxicology, this review aims to address key challenges in this field and offer practical analytical solutions. Overall, applying appropriate bioinformatic techniques to single-cell transcriptomic data can yield valuable insights into cellular responses to toxic exposures.</p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"38 ","pages":"Article 100475"},"PeriodicalIF":4.6,"publicationDate":"2024-03-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140405743","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-03-24DOI: 10.1016/j.cotox.2024.100474
Anne Marie Vinggaard, Andreas Kortenkamp
{"title":"Editorial overview: Navigating complex chemical mixtures in risk assessment","authors":"Anne Marie Vinggaard, Andreas Kortenkamp","doi":"10.1016/j.cotox.2024.100474","DOIUrl":"10.1016/j.cotox.2024.100474","url":null,"abstract":"","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"38 ","pages":"Article 100474"},"PeriodicalIF":4.6,"publicationDate":"2024-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140405513","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-08DOI: 10.1016/j.cotox.2024.100465
Dylan Hatai , Max T. Levenson , Virender K. Rehan , Patrick Allard
Reproduction is a remarkably intricate process involving the interaction of multiple cell types and organ systems unfolding over long periods of time and that culminates with the production of gametes. The initiation of germ cell development takes place during embryogenesis but only completes decades later in humans. The complexity inherent to reproduction and its study has long hampered our ability to decipher how environmental agents disrupt this process. Single-cell approaches provide an opportunity for a deeper understanding of the action of toxicants on germline function and analyze how the response to their exposure is differentially distributed across tissues and cell types. In addition to single-cell RNA sequencing, other single-cell or nucleus level approaches such as ATAC-sequencing and multi-omics have expanded the strategies that can be implemented in reproductive toxicological studies to include epigenomic and the nuclear transcriptomic data. Here we will discuss the current state of single-cell technologies and how they can best be utilized to advance reproductive toxicological studies. We will then discuss case studies in two model organisms (Caenorhabditis elegans and rat) studying different environmental exposures (alcohol and e-cigarettes respectively) to highlight the value of single-cell and single-nucleus approaches for reproductive biology and reproductive toxicology.
{"title":"Inter- and trans-generational impacts of environmental exposures on the germline resolved at the single-cell level","authors":"Dylan Hatai , Max T. Levenson , Virender K. Rehan , Patrick Allard","doi":"10.1016/j.cotox.2024.100465","DOIUrl":"10.1016/j.cotox.2024.100465","url":null,"abstract":"<div><p>Reproduction is a remarkably intricate process involving the interaction of multiple cell types and organ systems unfolding over long periods of time and that culminates with the production of gametes. The initiation of germ cell development takes place during embryogenesis but only completes decades later in humans. The complexity inherent to reproduction and its study has long hampered our ability to decipher how environmental agents disrupt this process. Single-cell approaches provide an opportunity for a deeper understanding of the action of toxicants on germline function and analyze how the response to their exposure is differentially distributed across tissues and cell types. In addition to single-cell RNA sequencing, other single-cell or nucleus level approaches such as ATAC-sequencing and multi-omics have expanded the strategies that can be implemented in reproductive toxicological studies to include epigenomic and the nuclear transcriptomic data. Here we will discuss the current state of single-cell technologies and how they can best be utilized to advance reproductive toxicological studies. We will then discuss case studies in two model organisms (<em>Caenorhabditis elegans</em> and rat) studying different environmental exposures (alcohol and e-cigarettes respectively) to highlight the value of single-cell and single-nucleus approaches for reproductive biology and reproductive toxicology.</p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"38 ","pages":"Article 100465"},"PeriodicalIF":4.6,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139823857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-01DOI: 10.1016/j.cotox.2024.100465
Dylan Hatai, Max T. Levenson, V. Rehan, Patrick Allard
{"title":"Inter- and trans-generational impacts of environmental exposures on the germline resolved at the single-cell level","authors":"Dylan Hatai, Max T. Levenson, V. Rehan, Patrick Allard","doi":"10.1016/j.cotox.2024.100465","DOIUrl":"https://doi.org/10.1016/j.cotox.2024.100465","url":null,"abstract":"","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"18 6","pages":""},"PeriodicalIF":4.6,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139883636","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-02-01DOI: 10.1016/j.cotox.2024.100464
Maureen M. Sampson , Rachel K. Morgan , Steven A. Sloan , Kelly M. Bakulski
Human exposure to the metal lead (Pb) is prevalent and associated with adverse neurodevelopmental and neurodegenerative outcomes. Pb disrupts normal brain function by inducing oxidative stress and neuroinflammation, altering cellular metabolism, and displacing essential metals. Prior studies on the molecular impacts of Pb have examined bulk tissues, which collapse information across all cell types, or in targeted cells, which are limited to cell autonomous effects. These approaches are unable to represent the complete biological implications of Pb exposure because the brain is a cooperative network of highly heterogeneous cells, with cellular diversity and proportions shifting throughout development, by brain region, and with disease. New technologies are necessary to investigate whether Pb and other environmental exposures alter cell composition in the brain and whether they cause molecular changes in a cell-type-specific manner. Cutting-edge, single-cell approaches now enable research resolving cell-type-specific effects from bulk tissues. This article reviews existing Pb neurotoxicology studies with genome-wide molecular signatures and provides a path forward for the field to implement single-cell approaches with practical recommendations.
{"title":"Single-cell investigation of lead toxicity from neurodevelopment to neurodegeneration: Current review and future opportunities","authors":"Maureen M. Sampson , Rachel K. Morgan , Steven A. Sloan , Kelly M. Bakulski","doi":"10.1016/j.cotox.2024.100464","DOIUrl":"10.1016/j.cotox.2024.100464","url":null,"abstract":"<div><p>Human exposure to the metal lead (Pb) is prevalent and associated with adverse neurodevelopmental and neurodegenerative outcomes. Pb disrupts normal brain function by inducing oxidative stress and neuroinflammation, altering cellular metabolism, and displacing essential metals. Prior studies on the molecular impacts of Pb have examined bulk tissues, which collapse information across all cell types, or in targeted cells, which are limited to cell autonomous effects. These approaches are unable to represent the complete biological implications of Pb exposure because the brain is a cooperative network of highly heterogeneous cells, with cellular diversity and proportions shifting throughout development, by brain region, and with disease. New technologies are necessary to investigate whether Pb and other environmental exposures alter cell composition in the brain and whether they cause molecular changes in a cell-type-specific manner. Cutting-edge, single-cell approaches now enable research resolving cell-type-specific effects from bulk tissues. This article reviews existing Pb neurotoxicology studies with genome-wide molecular signatures and provides a path forward for the field to implement single-cell approaches with practical recommendations.</p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"38 ","pages":"Article 100464"},"PeriodicalIF":4.6,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139662174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-26DOI: 10.1016/j.cotox.2024.100463
Mackenzie L. Connell, Danielle N. Meyer, Alex Haimbaugh, Tracie R. Baker
The utilization of transcriptomic studies identifying profiles of gene expression, especially in toxicogenomics, has catapulted next-generation sequencing to the forefront of reproductive toxicology. An innovative yet underutilized RNA sequencing technique emerging into this field is single-cell RNA sequencing (scRNA-seq), which provides sequencing at the individual cellular level of gonad tissue. ScRNA-seq provides a novel and unique perspective for identifying distinct cellular profiles, including identification of rare cell subtypes. The specificity of scRNA-seq is a powerful tool for reproductive toxicity research, especially for translational animal models including zebrafish. Studies to date not only have focused on ‘tissue atlassing’ or characterizing what cell types make up different tissues but have also begun to include toxicant exposure as a factor that this review aims to explore. Future scRNA-seq studies will contribute to understanding exposure-induced outcomes; however, the trade-offs with traditional methods need to be considered.
{"title":"Status of single-cell RNA sequencing for reproductive toxicology in zebrafish and the transcriptomic trade-off","authors":"Mackenzie L. Connell, Danielle N. Meyer, Alex Haimbaugh, Tracie R. Baker","doi":"10.1016/j.cotox.2024.100463","DOIUrl":"10.1016/j.cotox.2024.100463","url":null,"abstract":"<div><p>The utilization of transcriptomic studies identifying profiles of gene expression, especially in toxicogenomics, has catapulted next-generation sequencing to the forefront of reproductive toxicology. An innovative yet underutilized RNA sequencing technique emerging into this field is single-cell RNA sequencing (scRNA-seq), which provides sequencing at the individual cellular level of gonad tissue. ScRNA-seq provides a novel and unique perspective for identifying distinct cellular profiles, including identification of rare cell subtypes. The specificity of scRNA-seq is a powerful tool for reproductive toxicity research, especially for translational animal models including zebrafish. Studies to date not only have focused on ‘tissue atlassing’ or characterizing what cell types make up different tissues but have also begun to include toxicant exposure as a factor that this review aims to explore. Future scRNA-seq studies will contribute to understanding exposure-induced outcomes; however, the trade-offs with traditional methods need to be considered.</p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"38 ","pages":"Article 100463"},"PeriodicalIF":4.6,"publicationDate":"2024-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139585176","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-17DOI: 10.1016/j.cotox.2024.100460
Thomas Backhaus
The European Chemicals Strategy for Sustainability requests to include a mixture assessment factor (MAF) into the safety assessment of chemicals, in order to account for the elevated risks of chemical mixtures. This text first reflects on the conceptual background of the MAF, and then provides an overview of current stakeholder positions and of the studies attempting to quantify an appropriate size of the MAF.
Stakeholders from industry, civil society organizations (NGOs), and regulatory authorities have already put forth statements regarding the perceived advantages and disadvantages of the MAF approach, sometimes without providing detailed arguments. A consensus seems to emerge that the so-called MAFfactor is not a suitable instrument, due to its indiscriminatory nature that penalizes even chemicals that contribute only marginally to the mixture risk. Members of the larger MAFceiling family, in particular the MAFexact, overcome this limitation and are therefore suggested as the way forward.
{"title":"Exploring the mixture assessment or allocation factor (MAF): A brief overview of the current discourse","authors":"Thomas Backhaus","doi":"10.1016/j.cotox.2024.100460","DOIUrl":"10.1016/j.cotox.2024.100460","url":null,"abstract":"<div><p>The European Chemicals Strategy for Sustainability requests to include a mixture assessment factor (MAF) into the safety assessment of chemicals, in order to account for the elevated risks of chemical mixtures. This text first reflects on the conceptual background of the MAF, and then provides an overview of current stakeholder positions and of the studies attempting to quantify an appropriate size of the MAF.</p><p>Stakeholders from industry, civil society organizations (NGOs), and regulatory authorities have already put forth statements regarding the perceived advantages and disadvantages of the MAF approach, sometimes without providing detailed arguments. A consensus seems to emerge that the so-called MAF<sub>factor</sub> is not a suitable instrument, due to its indiscriminatory nature that penalizes even chemicals that contribute only marginally to the mixture risk. Members of the larger MAF<sub>ceiling</sub> family, in particular the MAF<sub>exact,</sub> overcome this limitation and are therefore suggested as the way forward.</p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"37 ","pages":"Article 100460"},"PeriodicalIF":4.6,"publicationDate":"2024-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139509646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-16DOI: 10.1016/j.cotox.2024.100462
Junhui Chen , Jiangpeng Wu , Yunmeng Bai , Chuanbin Yang , Jigang Wang
The advanced single-cell RNA sequencing (scRNA-seq) technology enables the measurement of gene expression levels and identification of cell-specific markers in individual cells, and the revealing of cell types, providing valuable insights into cell behavior. ScRNA-seq has emerged as an effective method for detecting rare cell populations, cellular heterogeneity, and cell-to-cell crosstalk under physiology and pathology conditions, thereby advancing the revolution of toxicology research. In this review, we first briefly introduce the concept of hepatotoxicity and nephrotoxicity, along with their underlying mechanisms. We then summarize the single-cell sequencing technology, with an emphasis on single-cell isolation techniques, particularly for the most used droplet-based methods. Finally, we review the recent advances in the application of single-cell RNA sequencing in studying hepatotoxicity and nephrotoxicity. Overall, this review provides a comprehensive understanding of the recent advances in hepatotoxicity and nephrotoxicity studies at a single-cell resolution.
{"title":"Recent advances of single-cell RNA sequencing in toxicology research: Insight into hepatotoxicity and nephrotoxicity","authors":"Junhui Chen , Jiangpeng Wu , Yunmeng Bai , Chuanbin Yang , Jigang Wang","doi":"10.1016/j.cotox.2024.100462","DOIUrl":"10.1016/j.cotox.2024.100462","url":null,"abstract":"<div><p><span>The advanced single-cell RNA sequencing (scRNA-seq) technology enables the measurement of </span>gene expression levels<span> and identification of cell-specific markers in individual cells, and the revealing of cell types, providing valuable insights into cell behavior. ScRNA-seq has emerged as an effective method for detecting rare cell populations, cellular heterogeneity, and cell-to-cell crosstalk under physiology and pathology conditions, thereby advancing the revolution of toxicology research. In this review, we first briefly introduce the concept of hepatotoxicity and nephrotoxicity, along with their underlying mechanisms. We then summarize the single-cell sequencing technology, with an emphasis on single-cell isolation techniques, particularly for the most used droplet-based methods. Finally, we review the recent advances in the application of single-cell RNA sequencing in studying hepatotoxicity and nephrotoxicity. Overall, this review provides a comprehensive understanding of the recent advances in hepatotoxicity and nephrotoxicity studies at a single-cell resolution.</span></p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"37 ","pages":"Article 100462"},"PeriodicalIF":4.6,"publicationDate":"2024-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139474840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-14DOI: 10.1016/j.cotox.2024.100461
Britton C. Goodale
Defining mechanisms of immunotoxicity is complicated by the many cell types that comprise the immune system, their phenotypic heterogeneity, distribution in tissues throughout the body, and complexity of in vivo interactions. Single-cell RNA-sequencing (scRNA-seq) methods hold promise for determining how chemical exposures alter gene expression and phenotype of individual immune cell phenotypes, leading to adverse effects on immune function. Using arsenic as a case study, this review will examine challenges in defining mechanisms of immunotoxicity and highlight findings from recent studies that have addressed immunotoxicological questions with scRNA-seq. Advancements in immunotherapeutic development driven by single-cell sequencing technologies will be discussed, along with how these state-of-the art methods may be applied to accelerate immunotoxicity testing in future studies. We will finally consider how cell-type-specific gene expression data can be leveraged to glean immune profiles from existing gene expression data, improving our understanding of immunotoxicity and ability to assess the health impacts of immunotoxic chemicals.
{"title":"Advancing immunotoxicology with single-cell sequencing: Challenges and progress defining mechanisms of arsenic toxicity","authors":"Britton C. Goodale","doi":"10.1016/j.cotox.2024.100461","DOIUrl":"10.1016/j.cotox.2024.100461","url":null,"abstract":"<div><p><span><span>Defining mechanisms of immunotoxicity is complicated by the many cell types that comprise the immune system, their </span>phenotypic heterogeneity, distribution in tissues throughout the body, and complexity of </span><em>in vivo</em><span> interactions. Single-cell RNA-sequencing (scRNA-seq) methods hold promise for determining how chemical exposures alter gene expression and phenotype of individual immune cell<span> phenotypes, leading to adverse effects on immune function. Using arsenic as a case study, this review will examine challenges in defining mechanisms of immunotoxicity and highlight findings from recent studies that have addressed immunotoxicological questions with scRNA-seq. Advancements in immunotherapeutic development driven by single-cell sequencing technologies will be discussed, along with how these state-of-the art methods may be applied to accelerate immunotoxicity testing in future studies. We will finally consider how cell-type-specific gene expression data can be leveraged to glean immune profiles from existing gene expression data, improving our understanding of immunotoxicity and ability to assess the health impacts of immunotoxic chemicals.</span></span></p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"37 ","pages":"Article 100461"},"PeriodicalIF":4.6,"publicationDate":"2024-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139458681","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-10DOI: 10.1016/j.cotox.2024.100459
David Aguilar Jr. , Justin A. Colacino
Breast cancer is a heterogeneous suite of diseases, with likely strong, but still poorly understood, environmental etiologies. New advances in single cell methods are now poised to help us understand how environmental exposures, such as air and water pollutants, diet, personal and consumer care products, and social factors, may promote the development of aggressive breast cancers. In this review, we describe how dissociated and spatial single cell transcriptomic analyses can be used to advance our understanding how our environment impacts breast carcinogenesis through the view of frameworks such as the Hallmarks of Cancer and the Key Characteristics of Carcinogens.
{"title":"Single cell approaches to understand environmental impacts on aggressive breast cancers","authors":"David Aguilar Jr. , Justin A. Colacino","doi":"10.1016/j.cotox.2024.100459","DOIUrl":"10.1016/j.cotox.2024.100459","url":null,"abstract":"<div><p><span>Breast cancer is a heterogeneous suite of diseases, with likely strong, but still poorly understood, environmental etiologies. New advances in single cell methods are now poised to help us understand how environmental exposures, such as air and water pollutants, diet, personal and consumer care products, and social factors, may promote the development of aggressive breast cancers. In this review, we describe how dissociated and spatial single cell transcriptomic analyses can be used to advance our understanding how our environment impacts </span>breast carcinogenesis through the view of frameworks such as the Hallmarks of Cancer and the Key Characteristics of Carcinogens.</p></div>","PeriodicalId":93968,"journal":{"name":"Current opinion in toxicology","volume":"37 ","pages":"Article 100459"},"PeriodicalIF":4.6,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139421270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}