{"title":"A high-throughput screening system for SARS-CoV-2 entry inhibition, syncytia formation and cell toxicity.","authors":"Shine Varghese Jancy, Santhik Subhasingh Lupitha, Aneesh Chandrasekharan, Shankara Narayanan Varadarajan, Shijulal Nelson-Sathi, Roshny Prasad, Sara Jones, Sreekumar Easwaran, Pramod Darvin, Aswathy Sivasailam, Thankayyan Retnabai Santhoshkumar","doi":"10.1186/s12575-023-00214-1","DOIUrl":"https://doi.org/10.1186/s12575-023-00214-1","url":null,"abstract":"<p><strong>Background: </strong>The entry of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) into the host cell is mediated through the binding of the SARS-CoV-2 Spike protein via the receptor binding domain (RBD) to human angiotensin-converting enzyme 2 (hACE2). Identifying compounds that inhibit Spike-ACE2 binding would be a promising and safe antiviral approach against COVID-19.</p><p><strong>Methods: </strong>In this study, we used a BSL-2 compatible replication-competent vesicular stomatitis virus (VSV) expressing Spike protein of SARS-CoV-2 with eGFP reporter system (VSV-eGFP-SARS-CoV-2) in a recombinant permissive cell system for high-throughput screening of viral entry blockers. The SARS-CoV-2 permissive reporter system encompasses cells that stably express hACE2-tagged cerulean and H2B tagged with mCherry, as a marker of nuclear condensation, which also enables imaging of fused cells among infected EGFP positive cells and could provide real-time information on syncytia formation.</p><p><strong>Results: </strong>A limited high-throughput screening identified six natural products that markedly inhibited VSV-eGFP-SARS-CoV-2 with minimum toxicity. Further studies of Spike-S1 binding using the permissive cells showed Scillaren A and 17-Aminodemethoxygeldanamycin could inhibit S1 binding to ACE2 among the six leads. A real-time imaging revealed delayed inhibition of syncytia by Scillaren A, Proscillaridin, Acetoxycycloheximide and complete inhibition by Didemnin B indicating that the assay is a reliable platform for any image-based drug screening.</p><p><strong>Conclusion: </strong>A BSL-2 compatible assay system that is equivalent to the infectious SARS-CoV-2 is a promising tool for high-throughput screening of large compound libraries for viral entry inhibitors against SARS-CoV-2 along with toxicity and effects on syncytia. Studies using clinical isolates of SARS-CoV-2 are warranted to confirm the antiviral potency of the leads and the utility of the screening system.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"22"},"PeriodicalIF":6.4,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10373420/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9889422","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Juan Zhou, Xiangling Chu, Jing Zhao, Mengqing Xie, Jing Wu, Xin Yu, Yujia Fang, Yazhou Li, Xiyan Li, Chunxia Su
{"title":"Full spectrum flow cytometry-powered comprehensive analysis of PBMC as biomarkers for immunotherapy in NSCLC with EGFR-TKI resistance.","authors":"Juan Zhou, Xiangling Chu, Jing Zhao, Mengqing Xie, Jing Wu, Xin Yu, Yujia Fang, Yazhou Li, Xiyan Li, Chunxia Su","doi":"10.1186/s12575-023-00215-0","DOIUrl":"10.1186/s12575-023-00215-0","url":null,"abstract":"<p><strong>Background: </strong>Clinical studies suggest that immune checkpoint inhibitor (ICI) monotherapy has limited benefits in non-small cell lung cancer (NSCLC) patients after epidermal growth factor receptor-tyrosine kinase inhibitor (EGFR-TKI) failure. However, data about efficacy of ICI plus chemotherapy remain controversial, probably attributed to the heterogeneity among such population, and robust efficacy biomarkers are urgent to explore.</p><p><strong>Methods: </strong>A total of 60 eligible patients who received ICI plus chemotherapy after EGFR-TKI treatment failure were enrolled, 24 of whom peripheral blood mononuclear cell (PBMC) samples were collected at baseline and after 2 cycles of treatment. We have designed a 23-color-antibody panel to detect PBMC by full spectrum flow cytometry.</p><p><strong>Results: </strong>For EGFR-TKI resistant NSCLC patients: 1) ICI plus chemotherapy achieved an objective response rate (ORR) of 21.7% and a median progression-free survival (PFS) of 6.4 months. 2) clinical characteristics associated with worse efficacy included liver metastasis and platelet-to-lymphocyte ratio (PLR) > 200. 3) the proportion of immune cell subset associated with better efficacy was higher baseline effective CD4<sup>+</sup>T cells (E4). 4) the baseline expression of immune checkpoint proteins (ICPs) on cell subsets associated with better efficacy included: higher expression of CD25 on dendritic cells (DC) and central memory CD8<sup>+</sup>T cells (CM8), and higher expression of Lymphocyte activation gene 3 (LAG-3) on effective memory CD8<sup>+</sup>T cells (EM8). 5) the expression of ICPs after 2 cycles of treatment associated with better efficacy included: higher expression of CD25 on CD8<sup>+</sup>T/EM8 /natural killer (NK) cells. 6) the dynamic changes of ICPs expression associated with worse efficacy included: significantly decrease of T cell immunoglobulin and ITIM domain (TIGIT) expression on regular T cells (Tregs) and decrease of V-domain immunoglobulin suppressor of T cell activation (VISTA) expression on Th1. 7) a prediction model for the efficacy of ICI plus chemotherapy was successfully constructed with a sensitivity of 62.5%, specificity of 100%, and area under curve (AUC) = 0.817.</p><p><strong>Conclusions: </strong>Some EGFR-TKI-resistant NSCLC patients could indeed benefit from ICI plus chemotherapy, but most patients are primary resistant to immunotherapy. Comprehensive analysis of peripheral immune cells using full spectrum flow cytometry showed that compared to the proportion of cell subsets, the expression type and level of ICPs on immune cells, especially CD25, were significantly correlated with the efficacy of immunotherapy.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"21"},"PeriodicalIF":3.7,"publicationDate":"2023-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10364374/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10232948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"LINC00853 contributes to tumor stemness of gastric cancer through FOXP3-mediated transcription of PDZK1IP1.","authors":"Xia Hu, Maoyuan Zhao, Shuangyuan Hu, Qingsong Liu, Wenhao Liao, Lina Wan, Feng Wei, Fangting Su, Yu Guo, Jinhao Zeng","doi":"10.1186/s12575-023-00213-2","DOIUrl":"https://doi.org/10.1186/s12575-023-00213-2","url":null,"abstract":"<p><strong>Background: </strong>The incidence and mortality of gastric cancer (GC) are high worldwide. Tumor stemness is a major contributor to tumorigenesis and development of GC, in which long non-coding RNAs (lncRNAs) are deeply involved. The purpose of this study was to investigate the influences and mechanisms of LINC00853 in the progression and stemness of GC.</p><p><strong>Methods: </strong>The level of LINC00853 was assessed based on The Cancer Genome Atlas (TCGA) database and GC cell lines by RT-PCR and in situ hybridization. An evaluation of biological functions of LINC00853 including cell proliferation, migration, and tumor stemness was conducted via gain-and loss-of-function experiments. Furthermore, RNA pull-down and RNA immunoprecipitation (RIP) assay were utilized to validate the connection between LINC00853 and the transcription factor Forkhead Box P3 (FOXP3). Nude mouse xenograft model was used to identify the impacts of LINC00853 on tumor development.</p><p><strong>Results: </strong>We identified the up-regulated levels of lncRNA-LINC00853 in GC, and its overexpression correlates with poor prognosis in GC patients. Further study indicated that LINC00853 promoted cell proliferation, migration and cancer stemness while suppressed cell apoptosis. Mechanistically, LINC00853 directly bind to FOXP3 and promoted FOXP3-mediated transcription of PDZK1 interacting protein 1(PDZK1IP1). Alterations of FOXP3 or PDZK1IP1 reversed the LINC00853-induced biological effects on cell proliferation, migration and stemness. Moreover, xenograft tumor assay was used to investigate the function of LINC00853 in vivo.</p><p><strong>Conclusions: </strong>Taken together, these findings revealed the tumor-promoting activity of LINC00853 in GC, expanding our understanding of lncRNAs regulation on GC pathogenesis.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"20"},"PeriodicalIF":6.4,"publicationDate":"2023-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10318836/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10117042","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Hao Liu, Sanbao Ruan, Margaret E Larsen, Congcong Tan, Bolin Liu, Hui Lyu
{"title":"Trastuzumab-resistant breast cancer cells-derived tumor xenograft models exhibit distinct sensitivity to lapatinib treatment in vivo.","authors":"Hao Liu, Sanbao Ruan, Margaret E Larsen, Congcong Tan, Bolin Liu, Hui Lyu","doi":"10.1186/s12575-023-00212-3","DOIUrl":"https://doi.org/10.1186/s12575-023-00212-3","url":null,"abstract":"<p><strong>Background: </strong>Resistance to HER2-targeted therapies, including the monoclonal antibody trastuzumab and tyrosine kinase inhibitor lapatinib, frequently occurs and currently represents a significant clinical challenge in the management of HER2-positive breast cancer. We previously showed that the trastuzumab-resistant SKBR3-pool2 and BT474-HR20 sublines were refractory to lapatinib in vitro as compared to the parental SKBR3 and BT474 cells, respectively. The in vivo efficacy of lapatinib against trastuzumab-resistant breast cancer remained unclear.</p><p><strong>Results: </strong>In tumor xenograft models, both SKBR3-pool2- and BT474-HR20-derived tumors retained their resistance phenotype to trastuzumab; however, those tumors responded differently to the treatment with lapatinib. While lapatinib markedly suppressed growth of SKBR3-pool2-derived tumors, it slightly attenuated BT474-HR20 tumor growth. Immunohistochemistry analyses revealed that lapatinib neither affected the expression of HER3, nor altered the levels of phosphorylated HER3 and FOXO3a in vivo. Interestingly, lapatinib treatment significantly increased the levels of phosphorylated Akt and upregulated the expression of insulin receptor substrate-1 (IRS1) in the tumors-derived from BT474-HR20, but not SKBR3-pool2 cells.</p><p><strong>Conclusions: </strong>Our data indicated that SKBR3-pool2-derived tumors were highly sensitive to lapatinib treatment, whereas BT474-HR20 tumors exhibited resistance to lapatinib. It seemed that the inefficacy of lapatinib against BT474-HR20 tumors in vivo was attributed to lapatinib-induced upregulation of IRS1 and activation of Akt. Thus, the tumor xenograft models-derived from SKBR3-pool2 and BT474-HR20 cells serve as an excellent in vivo system to test the efficacy of other HER2-targeted therapies and novel agents to overcome trastuzumab resistance against HER2-positive breast cancer.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"19"},"PeriodicalIF":6.4,"publicationDate":"2023-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10294508/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9720446","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Nima Dehdilani, Lena Goshayeshi, Sara Yousefi Taemeh, Ahmad Reza Bahrami, Sylvie Rival Gervier, Bertrand Pain, Hesam Dehghani
{"title":"Integrating Omics and CRISPR Technology for Identification and Verification of Genomic Safe Harbor Loci in the Chicken Genome.","authors":"Nima Dehdilani, Lena Goshayeshi, Sara Yousefi Taemeh, Ahmad Reza Bahrami, Sylvie Rival Gervier, Bertrand Pain, Hesam Dehghani","doi":"10.1186/s12575-023-00210-5","DOIUrl":"https://doi.org/10.1186/s12575-023-00210-5","url":null,"abstract":"<p><strong>Background: </strong>One of the most prominent questions in the field of transgenesis is 'Where in the genome to integrate a transgene?'. Escape from epigenetic silencing and promoter shutdown of the transgene needs reliable genomic safe harbor (GSH) loci. Advances in genome engineering technologies combined with multi-omics bioinformatics data have enabled rational evaluation of GSH loci in the host genome. Currently, no validated GSH loci have been evaluated in the chicken genome.</p><p><strong>Results: </strong>Here, we analyzed and experimentally examined two GSH loci in the genome of chicken cells. To this end, putative GSH loci including chicken HIPP-like (cHIPP; between DRG1 and EIF4ENIF1 genes) and chicken ROSA-like (cROSA; upstream of the THUMPD3 gene) were predicted using multi-omics bioinformatics data. Then, the durable expression of the transgene was validated by experimental characterization of continuously-cultured isogenous cell clones harboring DsRed2-ΔCMV-EGFP cassette in the predicted loci. The weakened form of the CMV promoter (ΔCMV) allowed the precise evaluation of GSH loci in a locus-dependent manner compared to the full-length CMV promoter.</p><p><strong>Conclusions: </strong>cHIPP and cROSA loci introduced in this study can be reliably exploited for consistent bio-manufacturing of recombinant proteins in the genetically-engineered chickens. Also, results showed that the genomic context dictates the expression of transgene controlled by ΔCMV in GSH loci.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"18"},"PeriodicalIF":6.4,"publicationDate":"2023-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10290409/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10072048","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jeong Moo Han, Ha-Yeon Song, Jong-Hyun Jung, Sangyong Lim, Ho Seong Seo, Woo Sik Kim, Seung-Taik Lim, Eui-Baek Byun
{"title":"Deinococcus radiodurans-derived membrane vesicles protect HaCaT cells against H<sub>2</sub>O<sub>2</sub>-induced oxidative stress via modulation of MAPK and Nrf2/ARE pathways.","authors":"Jeong Moo Han, Ha-Yeon Song, Jong-Hyun Jung, Sangyong Lim, Ho Seong Seo, Woo Sik Kim, Seung-Taik Lim, Eui-Baek Byun","doi":"10.1186/s12575-023-00211-4","DOIUrl":"https://doi.org/10.1186/s12575-023-00211-4","url":null,"abstract":"<p><strong>Background: </strong>Deinococcus radiodurans is a robust bacterium that can withstand harsh environments that cause oxidative stress to macromolecules due to its cellular structure and physiological functions. Cells release extracellular vesicles for intercellular communication and the transfer of biological information; their payload reflects the status of the source cells. Yet, the biological role and mechanism of Deinococcus radiodurans-derived extracellular vesicles remain unclear.</p><p><strong>Aim: </strong>This study investigated the protective effects of membrane vesicles derived from D. radiodurans (R1-MVs) against H<sub>2</sub>O<sub>2</sub>-induced oxidative stress in HaCaT cells.</p><p><strong>Results: </strong>R1-MVs were identified as 322 nm spherical molecules. Pretreatment with R1-MVs inhibited H<sub>2</sub>O<sub>2</sub>-mediated apoptosis in HaCaT cells by suppressing the loss of mitochondrial membrane potential and reactive oxygen species (ROS) production. R1-MVs increased the superoxide dismutase (SOD) and catalase (CAT) activities, restored glutathione (GSH) homeostasis, and reduced malondialdehyde (MDA) production in H<sub>2</sub>O<sub>2</sub>-exposed HaCaT cells. Moreover, the protective effect of R1-MVs against H<sub>2</sub>O<sub>2</sub>-induced oxidative stress in HaCaT cells was dependent on the downregulation of mitogen-activated protein kinase (MAPK) phosphorylation and the upregulation of the nuclear factor E2-related factor 2 (Nrf2)/antioxidant response element (ARE) pathway. Furthermore, the weaker protective capabilities of R1-MVs derived from ΔDR2577 mutant than that of the wild-type R1-MVs confirmed our inferences and indicated that SlpA protein plays a crucial role in R1-MVs against H<sub>2</sub>O<sub>2</sub>-induced oxidative stress.</p><p><strong>Conclusion: </strong>Taken together, R1-MVs exert significant protective effects against H<sub>2</sub>O<sub>2</sub>-induced oxidative stress in keratinocytes and have the potential to be applied in radiation-induced oxidative stress models.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"17"},"PeriodicalIF":6.4,"publicationDate":"2023-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10273539/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9711624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yihong Chen, Haicheng Wen, Yin Li, Ying Han, Jun Tan, Cao Guo, Changjing Cai, Ping Liu, Yinghui Peng, Yihan Liu, Xinwen Wang, Shan Zeng, Ziyang Feng, Hong Shen
{"title":"A multi-omics analysis reveals CLSPN is associated with prognosis, immune microenvironment and drug resistance in cancers.","authors":"Yihong Chen, Haicheng Wen, Yin Li, Ying Han, Jun Tan, Cao Guo, Changjing Cai, Ping Liu, Yinghui Peng, Yihan Liu, Xinwen Wang, Shan Zeng, Ziyang Feng, Hong Shen","doi":"10.1186/s12575-023-00201-6","DOIUrl":"https://doi.org/10.1186/s12575-023-00201-6","url":null,"abstract":"<p><strong>Background: </strong>Immunotherapy is effective only in limited patients. It is urgent to discover a novel biomarker to predict immune cells infiltration status and immunotherapy response of different cancers. CLSPN has been reported to play a pivotal role in various biological processes. However, a comprehensive analysis of CLSPN in cancers has not been conducted.</p><p><strong>Methods: </strong>To show the whole picture of CLSPN in cancers, a pan-cancer analysis was conducted in 9125 tumor samples across 33 cancer types by integrating transcriptomic, epigenomic and pharmacogenomics data. Moreover, the role of CLSPN in cancer was validated by CCK-8, EDU, colony formation and flow cytometry in vitro and tumor cell derived xenograft model in vivo.</p><p><strong>Results: </strong>CLSPN expression was generally upregulated in most cancer types and was significantly associated with prognosis in different tumor samples. Moreover, elevated CLSPN expression was closely correlated with immune cells infiltration, TMB (tumor mutational burden), MSI (microsatellite instability), MMR (mismatch repair), DNA methylation and stemness score across 33 cancer types. Enrichment analysis of functional genes revealed that CLSPN participated in the regulation of numerous signaling pathways involved in cell cycle and inflammatory response. The expression of CLSPN in LUAD patients were further analyzed at the single-cell level. Knockdown CLSPN significantly inhibited cancer cell proliferation and cell cycle related cyclin-dependent kinase (CDK) family and Cyclin family expression in LUAD (lung adenocarcinoma) both in vitro and in vivo experiments. Finally, we conducted structure-based virtual screening by modelling the structure of CHK1 kinase domain and Claspin phosphopeptide complex. The top five hit compounds were screened and validated by molecular docking and Connectivity Map (CMap) analysis.</p><p><strong>Conclusion: </strong>Our multi-omics analysis offers a systematic understanding of the roles of CLSPN in pan-cancer and provides a potential target for future cancer treatment.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"16"},"PeriodicalIF":6.4,"publicationDate":"2023-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10239117/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9627389","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Qi Wan, Xiang Ren, Ran Wei, Shali Yue, Lixiang Wang, Hongbo Yin, Jing Tang, Ming Zhang, Ke Ma, Ying-Ping Deng
{"title":"Deep learning classification of uveal melanoma based on histopathological images and identification of a novel indicator for prognosis of patients.","authors":"Qi Wan, Xiang Ren, Ran Wei, Shali Yue, Lixiang Wang, Hongbo Yin, Jing Tang, Ming Zhang, Ke Ma, Ying-Ping Deng","doi":"10.1186/s12575-023-00207-0","DOIUrl":"https://doi.org/10.1186/s12575-023-00207-0","url":null,"abstract":"<p><strong>Background: </strong>Deep learning has been extensively used in digital histopathology. The purpose of this study was to test deep learning (DL) algorithms for predicting the vital status of whole-slide image (WSI) of uveal melanoma (UM).</p><p><strong>Methods: </strong>We developed a deep learning model (Google-net) to predict the vital status of UM patients from histopathological images in TCGA-UVM cohort and validated it in an internal cohort. The histopathological DL features extracted from the model and then were applied to classify UM patients into two subtypes. The differences between two subtypes in clinical outcomes, tumor mutation, and microenvironment, and probability of drug therapeutic response were investigated further.</p><p><strong>Results: </strong>We observed that the developed DL model can achieve a high accuracy of > = 90% for patches and WSIs prediction. Using 14 histopathological DL features, we successfully classified UM patients into Cluster1 and Cluster2 subtypes. Compared to Cluster2, patients in the Cluster1 subtype have a poor survival outcome, increased expression levels of immune-checkpoint genes, higher immune-infiltration of CD8 + T cell and CD4 + T cells, and more sensitivity to anti-PD-1 therapy. Besides, we established and verified prognostic histopathological DL-signature and gene-signature which outperformed the traditional clinical features. Finally, a well-performed nomogram combining the DL-signature and gene-signature was constructed to predict the mortality of UM patients.</p><p><strong>Conclusions: </strong>Our findings suggest that DL model can accurately predict vital status in UM patents just using histopathological images. We found out two subgroups based on histopathological DL features, which may in favor of immunotherapy and chemotherapy. Finally, a well-performing nomogram that combines DL-signature and gene-signature was constructed to give a more straightforward and reliable prognosis for UM patients in treatment and management.</p>","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"15"},"PeriodicalIF":6.4,"publicationDate":"2023-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10239131/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9627386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Morvarid Ebadi, Amirfarhang Miresmaeili, Sarah Rajabi, Shahrokh Shojaei, Sareh Farhadi
{"title":"Correction: Isolation and characterization of apical papilla cells from root end of human third molar and their differentiation into cementoblast cells: an in vitro study.","authors":"Morvarid Ebadi, Amirfarhang Miresmaeili, Sarah Rajabi, Shahrokh Shojaei, Sareh Farhadi","doi":"10.1186/s12575-023-00202-5","DOIUrl":"https://doi.org/10.1186/s12575-023-00202-5","url":null,"abstract":"","PeriodicalId":8960,"journal":{"name":"Biological Procedures Online","volume":"25 1","pages":"14"},"PeriodicalIF":6.4,"publicationDate":"2023-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10227980/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9932906","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}