For multicellular organisms, cell-cell communication is essential to numerous biological processes. Drawing upon the latest development of single-cell RNA-sequencing (scRNA-seq), high-resolution transcriptomic data have deepened our understanding of cellular phenotype heterogeneity and composition of complex tissues, which enables systematic cell-cell communication studies at a single-cell level. We first summarize a common workflow of cell-cell communication study using scRNA-seq data, which often includes data preparation, construction of communication networks, and result validation. Two common strategies taken to uncover cell-cell communications are reviewed, e.g., physically vicinal structure-based and ligand-receptor interaction-based one. To conclude, challenges and current applications of cell-cell communication studies at a single-cell resolution are discussed in details and future perspectives are proposed.
Animals ; Cell Communication ; Humans ; RNA-Seq ; Single-Cell Analysis ; Transcriptome

Oocyte cryopreservation is widely used for clinical and social reasons. Previous studies have demonstrated that conventional slow-freezing cryopreservation procedures, but not storage time, can alter the gene expression profiles of frozen oocytes. Whether vitrification procedures and the related frozen storage durations have any effects on the transcriptomes of human metaphase II oocytes remain unknown. Four women (30-32 years old) who had undergone IVF treatment were recruited for this study. RNA-Seq profiles of 3 fresh oocytes and 13 surviving vitrified-thawed oocytes (3, 3, 4, and 3 oocytes were cryostored for 1,2, 3, and 12 months) were analyzed at a single-cell resolution. A total of 1987 genes were differentially expressed in the 13 vitrified-thawed oocytes. However, no differentially expressed genes were found between any two groups among the 1-, 2-, 3-, and 12-month storage groups. Further analysis revealed that the aberrant genes in the vitrified oocytes were closely related to oogenesis and development. Our findings indicated that the effects of vitrification on the transcriptomes of mature human oocytes are induced by the procedure itself, suggesting that long-term cryostorage of human oocytes is safe.
Adult ; Cryopreservation ; Female ; Humans ; Metaphase ; Oocytes ; RNA-Seq ; Vitrification

OBJECTIVES: To analyze the differentially expressed genes (DEGs) with radiation-induced rat lung injury, and to reveal the protective mechanism for mild hypothermia in the radiation-induced lung injury in rats at the transcriptome level. METHODS: A total of 10 male SD rats aged 6-8 weeks were randomly divided into 2 groups to establish a rat model of radiation-induced lung injury, and one group was treated with mild hypothermia. RNA was extracted from left lung tissue of each group, and sequenced by BGISEQ-500 platform. Significance analysis of DEGs was carried out by edgeR software. Gene ontology (GO) function enrichment analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were used to analyze the gene function. Then 5 key DEGs were verified by real-time reverse transcription PCR (real-time RT-PCR). RESULTS: There were 2 790 DEGs (false discovery rate<0.001, |log CONCLUSIONS The DEGs and pathways related to mild hypothermia protection against radiation-induced lung injury in rats are obtained, which provides an experimental basis for the protection of mild hypothermia against radiation-induced lung injury.
Animals ; Gene Expression Profiling ; Hypothermia ; Lung Injury ; Male ; RNA-Seq ; Rats ; Rats, Sprague-Dawley ; Transcriptome

Schisandra sphenanthera is dioecious and only the fruits of female plants can be used as medicine and food. It is of great significance for the cultivation and production of S. sphenanthera to explore the differences between male and female plants at the non-flowering stage and develop the identification markers at non-flowering or seedling stage. In this study, the transcriptome of male and female leaves of S. sphenanthera at the non-flowering stage was sequenced by Illumina high-throughput sequencing technology and analyzed based on bioinformatics. A total of 236 682 transcripts were assembled by Trinity software and 171 588 were chosen as unigenes. Finally, 1 525 differentially expressed genes(DEGs) were identified, with 458 up-regulated and 1 067 down-regulated in female lea-ves. The down-regulated genes mainly involve photosynthesis, photosynthesis-antenna protein, carbon fixation in photosynthetic or-ganisms, and other pathways. Real-time quantitative PCR(qPCR) identified two genes between male and female leaves and one of them was a HVA22-like gene related to floral organ development and abscisic acid(ABA). Enzyme linked immunosorbent assay(ELISA) was applied to determine the content of ABA, auxin, gibberellin, and zeatin riboside(ZR) in leaves of S. sphenanthera. The results showed that the content of ABA and ZR in male leaves was significantly higher than that in female leaves. The involvement of down-regulated genes in female leaves in the photosynthesis pathway and the significant differences in the content of endogenous hormones between male and female leaves lay a scientific basis for analyzing the factors affecting sex differentiation of S. sphenanthera.
Abscisic Acid ; Gene Expression Profiling ; Gene Expression Regulation, Plant ; Plant Leaves/genetics* ; RNA-Seq ; Schisandra ; Transcriptome

COVID-19/genetics* ; Genome, Viral/genetics* ; Humans ; RNA, Viral/genetics* ; RNA-Seq ; SARS-CoV-2/genetics* ; Whole Genome Sequencing

In this research, high-throughput sequencing was used to investigate the mechanism of Naoxintong Capsules(NXTC) in prevention of post-ischemic inflammation. First, microglia BV-2 inflammatory model was induced by 1.0 μg·mL~(-1) LPS to investigate the effect of intestinal absorption solution of NXTC(NXTCIA) at different concentrations(62.5, 31.25, 15.63, 7.81 μg·mL~(-1)) on LPS-induced BV-2 inflammatory factors in microglia. Then, an RNA-Seq high-throughput sequencing method was performed to identify the differentially expressed mRNAs in microglia BV-2 after pre-treatment with NXTC. GO and KEGG enrichment analysis was used to screen the potential biological processes and related signaling pathways of NXTC in inhibiting inflammation. The results showed that four NXTCIA concentrations could significantly inhibit the release of LPS-induced inflammatory mediators in BV-2 in a dose-dependent manner. Furthermore, high-throughput sequencing results showed that 392 mRNA transcripts were reversed following pre-treatment with NXTC. GO enrichment analysis showed that the transcripts reversed by NXTC were mainly involved in Toll-like receptor signaling pathway, chemokine signaling pathway, and TNF signaling pathway. Taken together, our findings showed that NXTC treatment could provide protective effects against inflammatory response and the mechanism might be related to the regulation of Toll-like receptor signaling pathway, chemokine signaling pathway, and TNF signaling pathway.
Animals ; Capsules ; Drugs, Chinese Herbal/therapeutic use* ; Inflammation/prevention & control* ; Ischemia/complications* ; Lipopolysaccharides ; Mice ; Microglia/metabolism* ; RNA-Seq ; Transcriptome

This study aimed to analyze the biological foundation and biomarkers of stable coronary heart disease(CHD) with phlegm and blood stasis(PBS) syndrome based on RNA-seq and network pharmacology. Peripheral blood nucleated cells from five CHD patients with PBS syndrome, five CHD patients with non-PBS syndrome, and five healthy adults were collected for RNA-seq. The specific targets of CHD with PBS syndrome were determined by differential gene expression analysis and Venn diagram analysis. The active ingredients of Danlou Tablets were screened out from the Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform, and the "component-target" prediction was completed through PubChem and SwissTargetPrediction. The "drug-ingredient-target-signaling pathway" network of Danlou Tablets against CHD with PBS syndrome was optimized by Cytoscape software. After the target biomarkers were identified, 90 participants were enrolled for diagnostic tests, and 30 CHD patients with PBS syndrome were included in before-and-after experiment to determine the therapeutic effect of Danlou Tablets on those targets. As revealed by RNA-seq and Venn diagram analysis, 200 specific genes were identified for CHD with PBS syndrome. A total of 1 118 potential therapeutic targets of Danlou Tablets were predicted through network pharmacology. Through integrated analysis of the two gene sets, 13 key targets of Danlou Tablets in the treatment of CHD with PBS syndrome were screened out, including CSF1, AKR1C2, PDGFRB, ARG1, CNR2, ALOX15B, ALDH1A1, CTSL, PLA2G7, LAP3, AKR1C3, IGFBP3, and CA1. They were presumably the biomarkers of CHD with PBS syndrome. The ELISA test further showed that CSF1 was significantly up-regulated in the peripheral blood of CHD patients with PBS syndrome, and was significantly down-regulated after Danlou Tablets intervention. CSF1 may be a biomarker for CHD with PBS syndrome, and it is positively correlated with the severity of the disease. The diagnostic cut-off of CSF1 for CHD with PBS syndrome was 286 pg·mL~(-1).
Adult ; Humans ; Network Pharmacology ; RNA-Seq ; Coronary Disease/genetics* ; Drugs, Chinese Herbal/therapeutic use* ; Medicine, Chinese Traditional ; Biomarkers ; Syndrome ; Tablets ; Molecular Docking Simulation

OBJECTIVE: To investigate the protective mechanisms of Chinese medicine Shexiang Tongxin Dropping Pills (STDP) on heart failure (HF). METHODS: Isoproterenol (ISO)-induced HF rat model and angiotensin II (Ang II)-induced neonatal rat cardiac fibroblast (CFs) model were used in the present study. HF rats were treated with and without STDP (3 g/kg). RNA-seq was performed to identify differentially expressed genes (DEGs). Cardiac function was evaluated by echocardiography. Hematoxylin and eosin and Masson's stainings were taken to assess cardiac fibrosis. The levels of collagen I (Col I) and collagen III (Col III) were detected by immunohistochemical staining. CCK8 kit and transwell assay were implemented to test the CFs' proliferative and migratory activity, respectively. The protein expressions of α-smooth muscle actin (α-SMA), matrix metalloproteinase-2 (MMP-2), MMP-9, Col I, and Col III were detected by Western blotting. RESULTS: The results of RNA-seq analysis showed that STDP exerted its pharmacological effects on HF via multiple signaling pathways, such as the extracellular matrix (ECM)-receptor interaction, cell cycle, and B cell receptor interaction. Results from in vivo experiments demonstrated that STDP treatment reversed declines in cardiac function, inhibiting myocardial fibrosis, and reversing increases in Col I and Col III expression levels in the hearts of HF rats. Moreover, STDP (6, 9 mg/mL) inhibited the proliferation and migration of CFs exposed to Ang II in vitro (P<0.05). The activation of collagen synthesis and myofibroblast generation were markedly suppressed by STDP, also the synthesis of MMP-2 and MMP-9, as well as ECM components Col I, Col III, and α-SMA were decreased in Ang II-induced neonatal rats' CFs. CONCLUSIONS STDP had anti-fibrotic effects in HF, which might be caused by the modulation of ECM-receptor interaction pathways. Through the management of cardiac fibrosis, STDP may be a compelling candidate for improving prognosis of HF.
Rats ; Animals ; Matrix Metalloproteinase 2/metabolism* ; Matrix Metalloproteinase 9/metabolism* ; RNA-Seq ; Transcriptome/genetics* ; Heart Failure/drug therapy* ; Collagen ; Collagen Type I/metabolism* ; Fibrosis ; Myocardium/pathology*