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: ICAM4

Gene summary for ICAM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ICAM4

Gene ID

3386

Gene nameintercellular adhesion molecule 4 (Landsteiner-Wiener blood group)
Gene AliasCD242
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q14773


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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
3386ICAM4LZE22THumanEsophagusESCC1.12e-021.77e-010.068
3386ICAM4P8T-EHumanEsophagusESCC7.19e-194.03e-010.0889
3386ICAM4P10T-EHumanEsophagusESCC5.59e-032.58e-020.116
3386ICAM4P31T-EHumanEsophagusESCC4.65e-028.34e-030.1251
3386ICAM4P36T-EHumanEsophagusESCC8.80e-048.12e-020.1187
3386ICAM4P65T-EHumanEsophagusESCC2.73e-061.63e-010.0978
3386ICAM4P74T-EHumanEsophagusESCC5.56e-196.77e-010.1479
3386ICAM4P75T-EHumanEsophagusESCC1.11e-031.42e-010.1125
3386ICAM4P79T-EHumanEsophagusESCC1.41e-033.95e-020.1154
3386ICAM4P127T-EHumanEsophagusESCC3.50e-024.08e-020.0826
3386ICAM4P130T-EHumanEsophagusESCC2.48e-215.08e-010.1676
3386ICAM4HCC1HumanLiverHCC3.12e-035.89e-010.5336
3386ICAM4HCC2HumanLiverHCC1.32e-038.95e-010.5341
3386ICAM4C43HumanOral cavityOSCC8.91e-183.22e-010.1704
3386ICAM4C46HumanOral cavityOSCC4.98e-134.13e-010.1673
3386ICAM4LN22HumanOral cavityOSCC1.26e-056.92e-010.1733
3386ICAM4LN38HumanOral cavityOSCC2.48e-036.70e-010.168
3386ICAM4LN46HumanOral cavityOSCC2.36e-165.81e-010.1666
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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
∗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
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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
ICAM4SNVMissense_Mutationc.115N>Tp.Leu39Phep.L39FQ14773protein_codingtolerated_low_confidence(0.19)benign(0.198)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ICAM4SNVMissense_Mutationc.743N>Tp.Gly248Valp.G248VQ14773protein_codingtolerated_low_confidence(0.07)benign(0.088)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ICAM4SNVMissense_Mutationnovelc.172N>Ap.Ala58Thrp.A58TQ14773protein_codingtolerated_low_confidence(0.07)probably_damaging(0.996)TCGA-DM-A0XF-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapymayoCR
ICAM4SNVMissense_Mutationrs151158164c.587C>Tp.Pro196Leup.P196LQ14773protein_codingdeleterious_low_confidence(0)benign(0.247)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
ICAM4SNVMissense_Mutationc.653N>Ap.Arg218Glnp.R218QQ14773protein_codingtolerated_low_confidence(0.12)benign(0.001)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ICAM4SNVMissense_Mutationrs370615268c.700G>Ap.Val234Ilep.V234IQ14773protein_codingdeleterious_low_confidence(0)benign(0.013)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ICAM4SNVMissense_Mutationc.245N>Ap.Arg82Hisp.R82HQ14773protein_codingdeleterious_low_confidence(0.04)benign(0.073)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ICAM4SNVMissense_Mutationc.719N>Tp.Ser240Ilep.S240IQ14773protein_codingdeleterious_low_confidence(0)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ICAM4SNVMissense_Mutationc.494N>Ap.Arg165Hisp.R165HQ14773protein_codingdeleterious_low_confidence(0.01)benign(0.339)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ICAM4SNVMissense_Mutationnovelc.496G>Tp.Asp166Tyrp.D166YQ14773protein_codingdeleterious_low_confidence(0)probably_damaging(0.914)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/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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