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: ICAM1

Gene summary for ICAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ICAM1

Gene ID

3383

Gene nameintercellular adhesion molecule 1
Gene AliasBB2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P05362


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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
3383ICAM1AEH-subject1HumanEndometriumAEH2.49e-022.92e-01-0.3059
3383ICAM1GSM5276934HumanEndometriumEEC8.90e-297.93e-01-0.0913
3383ICAM1GSM5276937HumanEndometriumEEC5.41e-166.37e-01-0.0897
3383ICAM1LZE4THumanEsophagusESCC1.80e-091.25e-010.0811
3383ICAM1P2T-EHumanEsophagusESCC1.50e-025.82e-010.1177
3383ICAM1P5T-EHumanEsophagusESCC7.13e-044.26e-010.1327
3383ICAM1P8T-EHumanEsophagusESCC1.36e-411.96e+000.0889
3383ICAM1P9T-EHumanEsophagusESCC4.22e-039.26e-010.1131
3383ICAM1P11T-EHumanEsophagusESCC4.30e-082.03e+000.1426
3383ICAM1P21T-EHumanEsophagusESCC6.22e-189.21e-010.1617
3383ICAM1P23T-EHumanEsophagusESCC1.25e-121.59e+000.108
3383ICAM1P24T-EHumanEsophagusESCC5.06e-168.30e-010.1287
3383ICAM1P26T-EHumanEsophagusESCC3.49e-031.11e-010.1276
3383ICAM1P31T-EHumanEsophagusESCC9.52e-054.19e-010.1251
3383ICAM1P36T-EHumanEsophagusESCC1.80e-202.01e+000.1187
3383ICAM1P37T-EHumanEsophagusESCC6.15e-371.70e+000.1371
3383ICAM1P40T-EHumanEsophagusESCC1.88e-037.21e-010.109
3383ICAM1P42T-EHumanEsophagusESCC7.44e-051.13e+000.1175
3383ICAM1P47T-EHumanEsophagusESCC6.67e-046.01e-010.1067
3383ICAM1P48T-EHumanEsophagusESCC1.35e-027.14e-010.0959
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0051099ColorectumADpositive regulation of binding66/3918173/187231.47e-076.64e-0666
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0043393ColorectumADregulation of protein binding68/3918196/187235.17e-061.34e-0468
GO:0032092ColorectumADpositive regulation of protein binding33/391885/187231.22e-041.78e-0333
GO:0006809ColorectumADnitric oxide biosynthetic process30/391876/187231.72e-042.33e-0330
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0046209ColorectumADnitric oxide metabolic process31/391881/187232.61e-043.25e-0331
GO:0010508ColorectumADpositive regulation of autophagy43/3918124/187232.64e-043.27e-0343
GO:2001057ColorectumADreactive nitrogen species metabolic process31/391882/187233.37e-043.94e-0331
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:0032481ColorectumADpositive regulation of type I interferon production23/391858/187238.82e-048.53e-0323
GO:0045429ColorectumADpositive regulation of nitric oxide biosynthetic process17/391840/187231.66e-031.38e-0217
GO:1904407ColorectumADpositive regulation of nitric oxide metabolic process17/391841/187232.29e-031.79e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541625EndometriumAEHViral myocarditis27/119760/84656.98e-091.13e-078.30e-0827
hsa0541826EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa0467026EndometriumAEHLeukocyte transendothelial migration37/1197114/84654.51e-076.11e-064.47e-0637
hsa049337EndometriumAEHAGE-RAGE signaling pathway in diabetic complications28/1197100/84652.11e-041.80e-031.32e-0328
hsa0516626EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa0516725EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0541726EndometriumAEHLipid and atherosclerosis47/1197215/84651.24e-037.62e-035.58e-0347
hsa0532316EndometriumAEHRheumatoid arthritis23/119793/84654.43e-032.46e-021.80e-0223
hsa0516924EndometriumAEHEpstein-Barr virus infection42/1197202/84655.72e-033.05e-022.23e-0242
hsa05416111EndometriumAEHViral myocarditis27/119760/84656.98e-091.13e-078.30e-0827
hsa05418112EndometriumAEHFluid shear stress and atherosclerosis43/1197139/84652.47e-073.49e-062.55e-0643
hsa04670111EndometriumAEHLeukocyte transendothelial migration37/1197114/84654.51e-076.11e-064.47e-0637
hsa0493314EndometriumAEHAGE-RAGE signaling pathway in diabetic complications28/1197100/84652.11e-041.80e-031.32e-0328
hsa05166111EndometriumAEHHuman T-cell leukemia virus 1 infection50/1197222/84654.30e-043.11e-032.27e-0350
hsa05167111EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa05417111EndometriumAEHLipid and atherosclerosis47/1197215/84651.24e-037.62e-035.58e-0347
hsa0532317EndometriumAEHRheumatoid arthritis23/119793/84654.43e-032.46e-021.80e-0223
hsa05169111EndometriumAEHEpstein-Barr virus infection42/1197202/84655.72e-033.05e-022.23e-0242
hsa0541626EndometriumEECViral myocarditis28/123760/84652.81e-095.77e-084.30e-0828
hsa0516627EndometriumEECHuman T-cell leukemia virus 1 infection52/1237222/84652.73e-042.36e-031.76e-0352
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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
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastADJ
ICAM1ITGALICAM1_ITGALICAMBreastADJ
ICAM1SPNICAM1_SPNICAMBreastADJ
ITGB2ICAM1ITGB2_ICAM1ITGB2BreastADJ
ITGB2ICAM1ITGB2_ICAM1ITGB2BreastDCIS
ICAM1ITGAX_ITGB2ICAM1_ITGAX_ITGB2ICAMBreastDCIS
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastDCIS
ICAM1ITGAM_ITGB2ICAM1_ITGAM_ITGB2ICAMBreastDCIS
ICAM1ITGALICAM1_ITGALICAMBreastDCIS
ICAM1SPNICAM1_SPNICAMBreastDCIS
ITGB2ICAM1ITGB2_ICAM1ITGB2BreastHealthy
ICAM1ITGAX_ITGB2ICAM1_ITGAX_ITGB2ICAMBreastHealthy
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastHealthy
ICAM1ITGAM_ITGB2ICAM1_ITGAM_ITGB2ICAMBreastHealthy
ICAM1ITGALICAM1_ITGALICAMBreastHealthy
ICAM1SPNICAM1_SPNICAMBreastHealthy
ITGB2ICAM1ITGB2_ICAM1ITGB2BreastIDC
ICAM1ITGAX_ITGB2ICAM1_ITGAX_ITGB2ICAMBreastIDC
ICAM1ITGAL_ITGB2ICAM1_ITGAL_ITGB2ICAMBreastIDC
ICAM1ITGAM_ITGB2ICAM1_ITGAM_ITGB2ICAMBreastIDC
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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
ICAM1SNVMissense_Mutationnovelc.652C>Tp.Pro218Serp.P218SP05362protein_codingtolerated(0.78)benign(0.193)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ICAM1SNVMissense_Mutationrs375023616c.692N>Tp.Thr231Metp.T231MP05362protein_codingdeleterious(0.02)possibly_damaging(0.782)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ICAM1SNVMissense_Mutationrs746554151c.611N>Tp.Ser204Leup.S204LP05362protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ICAM1SNVMissense_Mutationnovelc.1087G>Ap.Glu363Lysp.E363KP05362protein_codingtolerated(0.16)benign(0.358)TCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ICAM1SNVMissense_Mutationc.601N>Cp.Glu201Glnp.E201QP05362protein_codingtolerated(1)benign(0)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ICAM1deletionFrame_Shift_Delnovelc.457delNp.Glu154ArgfsTer4p.E154Rfs*4P05362protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ICAM1SNVMissense_Mutationrs775418785c.1468N>Ap.Ala490Thrp.A490TP05362protein_codingtolerated(0.16)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ICAM1SNVMissense_Mutationrs200230807c.1403N>Ap.Arg468Hisp.R468HP05362protein_codingtolerated(0.18)probably_damaging(0.978)TCGA-ZJ-AAX8-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ICAM1SNVMissense_Mutationrs775418785c.1468N>Ap.Ala490Thrp.A490TP05362protein_codingtolerated(0.16)benign(0.003)TCGA-AA-3502-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ICAM1SNVMissense_Mutationrs780437504c.1433G>Ap.Arg478Glnp.R478QP05362protein_codingtolerated(1)benign(0.001)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEBI-505BI-505
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMECOXSACKIEVIRUS TYPE A21
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEBI-505BI-505
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEAlicaforsenALICAFORSEN
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantagonistCHEMBL2108401ENLIMOMAB PEGOL
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMElifitegrastLIFITEGRAST
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEantagonistCHEMBL2109482BI-505
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEALICAFORSENALICAFORSEN
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMESAR 1118
3383ICAM1EXTERNAL SIDE OF PLASMA MEMBRANE, CELL SURFACE, DRUGGABLE GENOMEHYALURONANHYALURONAN
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