Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CD320

Gene summary for CD320

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD320

Gene ID

51293

Gene nameCD320 molecule
Gene Alias8D6
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9NPF0


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
51293CD320LZE4THumanEsophagusESCC2.65e-135.10e-010.0811
51293CD320LZE7THumanEsophagusESCC1.85e-251.55e+000.0667
51293CD320LZE22D1HumanEsophagusHGIN1.07e-021.34e-010.0595
51293CD320LZE22THumanEsophagusESCC1.91e-073.48e-010.068
51293CD320LZE24THumanEsophagusESCC1.28e-063.48e-010.0596
51293CD320LZE21THumanEsophagusESCC2.31e-046.25e-010.0655
51293CD320LZE6THumanEsophagusESCC9.21e-094.99e-010.0845
51293CD320P1T-EHumanEsophagusESCC2.78e-053.48e-010.0875
51293CD320P2T-EHumanEsophagusESCC1.35e-153.44e-010.1177
51293CD320P4T-EHumanEsophagusESCC1.80e-411.24e+000.1323
51293CD320P5T-EHumanEsophagusESCC1.15e-317.29e-010.1327
51293CD320P8T-EHumanEsophagusESCC2.75e-084.10e-010.0889
51293CD320P9T-EHumanEsophagusESCC2.52e-319.06e-010.1131
51293CD320P10T-EHumanEsophagusESCC4.02e-621.30e+000.116
51293CD320P11T-EHumanEsophagusESCC4.14e-147.69e-010.1426
51293CD320P12T-EHumanEsophagusESCC1.21e-377.46e-010.1122
51293CD320P15T-EHumanEsophagusESCC6.03e-256.23e-010.1149
51293CD320P16T-EHumanEsophagusESCC2.03e-368.54e-010.1153
51293CD320P17T-EHumanEsophagusESCC1.60e-251.09e+000.1278
51293CD320P19T-EHumanEsophagusESCC2.56e-141.01e+000.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
GO:0006767LiverHCCwater-soluble vitamin metabolic process39/795859/187232.14e-041.63e-0339
GO:00330131LiverHCCtetrapyrrole metabolic process39/795859/187232.14e-041.63e-0339
GO:0006766LiverHCCvitamin metabolic process57/7958106/187231.25e-024.53e-0257
GO:00706618Oral cavityOSCCleukocyte proliferation145/7305318/187239.31e-033.33e-02145
GO:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:00706657Oral cavityOSCCpositive regulation of leukocyte proliferation72/7305150/187231.53e-024.95e-0272
GO:00067672SkincSCCwater-soluble vitamin metabolic process24/486459/187239.59e-034.30e-0224
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CD320insertionIn_Frame_Insnovelc.480_481insAAACCTGTAATCCGAGCTACTCAGGAGGCTGAGp.Asp160_Ser161insLysProValIleArgAlaThrGlnGluAlaGlup.D160_S161insKPVIRATQEAEQ9NPF0protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CD320SNVMissense_Mutationrs368024906c.521N>Tp.Pro174Leup.P174LQ9NPF0protein_codingtolerated(0.26)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CD320SNVMissense_Mutationrs376511243c.158N>Tp.Ser53Leup.S53LQ9NPF0protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CD320SNVMissense_Mutationc.128N>Tp.Ser43Phep.S43FQ9NPF0protein_codingtolerated(0.71)benign(0.003)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CD320SNVMissense_Mutationrs760524953c.337G>Ap.Val113Ilep.V113IQ9NPF0protein_codingtolerated(1)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CD320SNVMissense_Mutationc.713T>Gp.Leu238Argp.L238RQ9NPF0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CD320SNVMissense_Mutationc.461N>Ap.Gly154Aspp.G154DQ9NPF0protein_codingdeleterious(0.03)probably_damaging(0.993)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD320SNVMissense_Mutationc.149N>Ap.Ser50Asnp.S50NQ9NPF0protein_codingdeleterious(0.04)benign(0.175)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD320SNVMissense_Mutationc.790T>Ap.Leu264Ilep.L264IQ9NPF0protein_codingdeleterious(0.03)probably_damaging(0.987)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD320SNVMissense_Mutationrs57195458c.184C>Tp.Arg62Cysp.R62CQ9NPF0protein_codingdeleterious(0)benign(0.387)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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