Unveiling Chemotherapy's Impact on Lung Cancer through Single-Cell Transcriptomics

Saed Sayad, Mark Hiatt, Hazem Mustafa
{"title":"Unveiling Chemotherapy's Impact on Lung Cancer through Single-Cell Transcriptomics","authors":"Saed Sayad, Mark Hiatt, Hazem Mustafa","doi":"10.1101/2024.07.09.24310145","DOIUrl":null,"url":null,"abstract":"Background. Lung adenocarcinoma (LUAD) is the most common subtype of non-small cell lung cancer (NSCLC) and frequently affects non-smokers, especially women. It is characterized by a complex genetic profile and interactions with its microenvironment, which contribute to its aggressive and adaptable nature. Early symptoms are often subtle, leading to late diagnoses. Treatment approaches have advanced with targeted therapies and immunotherapy supplementing traditional chemotherapy and radiation. Despite these advancements, the prognosis remains variable, highlighting the need for continued research into new treatment strategies to improve outcomes.\nMethod. In this study, we employed Single-cell RNA Sequencing (scRNA-seq) to comprehensively analyze the impact of chemotherapy on lung adenocarcinoma at the individual cell level. By comparing before and after treatment samples, we assessed the differential expression of genes and pathways, revealing insights into how different cell types within the tumour respond to chemotherapy. This approach enabled us to pinpoint specific mechanisms of drug resistance and highlight potential therapeutic targets for overcoming these challenges.\nResults. Our analysis uncovered substantial changes in gene expression between primary tumour cells and metastatic cells following chemotherapy. Notably, we observed that 45 pathways were shared between the top 50 upregulated pathways in the primary tumour and the top 50 downregulated pathways in the metastatic tumour post-chemotherapy. Conversely, there was no overlap between the top 50 downregulated pathways in the primary tumour and the top 50 upregulated pathways in the metastatic tumour after chemotherapy. This suggests that chemotherapy effectively downregulated the major upregulated pathways but did not upregulate the key downregulated pathways in metastatic tumours.\nConclusions. Integrating single-cell transcriptomics into LUAD research offers detailed insights into the tumour's response to chemotherapy and its interaction with the immune system. This approach enhances our understanding of LUAD and aids in developing targeted and effective treatments. Based on our analysis, we hypothesize that combining chemotherapy with drugs designed to upregulate the downregulated pathways in primary tumour cells could significantly enhance treatment efficacy and improve patient outcomes.","PeriodicalId":501437,"journal":{"name":"medRxiv - Oncology","volume":"15 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"medRxiv - Oncology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2024.07.09.24310145","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Background. Lung adenocarcinoma (LUAD) is the most common subtype of non-small cell lung cancer (NSCLC) and frequently affects non-smokers, especially women. It is characterized by a complex genetic profile and interactions with its microenvironment, which contribute to its aggressive and adaptable nature. Early symptoms are often subtle, leading to late diagnoses. Treatment approaches have advanced with targeted therapies and immunotherapy supplementing traditional chemotherapy and radiation. Despite these advancements, the prognosis remains variable, highlighting the need for continued research into new treatment strategies to improve outcomes. Method. In this study, we employed Single-cell RNA Sequencing (scRNA-seq) to comprehensively analyze the impact of chemotherapy on lung adenocarcinoma at the individual cell level. By comparing before and after treatment samples, we assessed the differential expression of genes and pathways, revealing insights into how different cell types within the tumour respond to chemotherapy. This approach enabled us to pinpoint specific mechanisms of drug resistance and highlight potential therapeutic targets for overcoming these challenges. Results. Our analysis uncovered substantial changes in gene expression between primary tumour cells and metastatic cells following chemotherapy. Notably, we observed that 45 pathways were shared between the top 50 upregulated pathways in the primary tumour and the top 50 downregulated pathways in the metastatic tumour post-chemotherapy. Conversely, there was no overlap between the top 50 downregulated pathways in the primary tumour and the top 50 upregulated pathways in the metastatic tumour after chemotherapy. This suggests that chemotherapy effectively downregulated the major upregulated pathways but did not upregulate the key downregulated pathways in metastatic tumours. Conclusions. Integrating single-cell transcriptomics into LUAD research offers detailed insights into the tumour's response to chemotherapy and its interaction with the immune system. This approach enhances our understanding of LUAD and aids in developing targeted and effective treatments. Based on our analysis, we hypothesize that combining chemotherapy with drugs designed to upregulate the downregulated pathways in primary tumour cells could significantly enhance treatment efficacy and improve patient outcomes.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
通过单细胞转录组学揭示化疗对肺癌的影响
背景。肺腺癌(LUAD)是非小细胞肺癌(NSCLC)中最常见的亚型,经常影响非吸烟者,尤其是女性。它具有复杂的遗传特征以及与微环境的相互作用,这些都是其具有侵袭性和适应性的原因。早期症状往往不明显,导致诊断较晚。随着靶向疗法和免疫疗法对传统化疗和放疗的补充,治疗方法也在不断进步。尽管取得了这些进展,但预后仍不尽相同,因此需要继续研究新的治疗策略以改善预后。在这项研究中,我们采用单细胞 RNA 测序(scRNA-seq)技术,从单个细胞水平全面分析化疗对肺腺癌的影响。通过比较治疗前后的样本,我们评估了基因和通路的差异表达,揭示了肿瘤内不同细胞类型如何应对化疗。这种方法使我们能够确定耐药的具体机制,并突出克服这些挑战的潜在治疗目标。我们的分析揭示了原发肿瘤细胞和转移细胞在化疗后基因表达的重大变化。值得注意的是,我们观察到化疗后原发肿瘤前 50 个上调通路和转移肿瘤前 50 个下调通路中,有 45 个通路是相同的。相反,原发肿瘤中前 50 个下调通路与化疗后转移瘤中前 50 个上调通路之间没有重叠。这表明化疗有效地下调了主要的上调通路,但并没有上调转移性肿瘤中关键的下调通路。将单细胞转录组学整合到LUAD研究中,可以详细了解肿瘤对化疗的反应及其与免疫系统的相互作用。这种方法能加深我们对 LUAD 的了解,有助于开发有针对性的有效治疗方法。根据我们的分析,我们假设将化疗与旨在上调原发性肿瘤细胞中下调通路的药物相结合,可以显著提高疗效并改善患者预后。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Evaluating Observer Reliability and Diagnostic Accuracy of CT-LEFAT Criteria for Post-Treatment Head and Neck Lymphedema: A Prospective Blinded Comparative Analysis of Oncologist Human Inter-Rater Performance Whole Genome Sequencing and single-cell transcriptomics identify KMT2D as a potential new driver for pituitary adenomas Self Reported Financial Difficulties Among Patients with Multiple Myeloma and Chronis Lymphocytic Leukemia Treated at U.S. Community Oncology Clinics (Alliance A231602CD) First-in-human evaluation of memory-like NK cells with an IL-15 super-agonist and CTLA-4 blockade in advanced head and neck cancer Viral transcript and tumor immune microenvironment-based transcriptomic profiling of HPV-associated head and neck squamous cell carcinoma identifies subtypes associated with prognosis
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1