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: ICMT

Gene summary for ICMT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ICMT

Gene ID

23463

Gene nameisoprenylcysteine carboxyl methyltransferase
Gene AliasHSTE14
Cytomap1p36.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A0A024R4F6


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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
23463ICMTLZE22THumanEsophagusESCC5.95e-064.96e-010.068
23463ICMTLZE24THumanEsophagusESCC4.42e-185.11e-010.0596
23463ICMTP1T-EHumanEsophagusESCC3.96e-032.65e-010.0875
23463ICMTP2T-EHumanEsophagusESCC2.52e-195.02e-010.1177
23463ICMTP4T-EHumanEsophagusESCC3.96e-338.25e-010.1323
23463ICMTP5T-EHumanEsophagusESCC1.34e-235.27e-010.1327
23463ICMTP8T-EHumanEsophagusESCC5.04e-143.52e-010.0889
23463ICMTP9T-EHumanEsophagusESCC2.36e-092.78e-010.1131
23463ICMTP10T-EHumanEsophagusESCC2.35e-347.24e-010.116
23463ICMTP11T-EHumanEsophagusESCC3.58e-085.53e-010.1426
23463ICMTP12T-EHumanEsophagusESCC1.58e-153.48e-010.1122
23463ICMTP15T-EHumanEsophagusESCC1.22e-256.00e-010.1149
23463ICMTP16T-EHumanEsophagusESCC2.88e-183.16e-010.1153
23463ICMTP17T-EHumanEsophagusESCC2.02e-105.19e-010.1278
23463ICMTP19T-EHumanEsophagusESCC1.11e-109.14e-010.1662
23463ICMTP20T-EHumanEsophagusESCC2.18e-194.22e-010.1124
23463ICMTP21T-EHumanEsophagusESCC1.08e-481.08e+000.1617
23463ICMTP22T-EHumanEsophagusESCC2.70e-152.25e-010.1236
23463ICMTP23T-EHumanEsophagusESCC8.60e-286.38e-010.108
23463ICMTP24T-EHumanEsophagusESCC1.16e-225.21e-010.1287
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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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:009015012LiverHCCestablishment of protein localization to membrane168/7958260/187234.07e-132.13e-11168
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00064792LiverHCCprotein methylation111/7958181/187232.36e-074.18e-06111
GO:00082132LiverHCCprotein alkylation111/7958181/187232.36e-074.18e-06111
GO:00066121LiverHCCprotein targeting to membrane75/7958131/187234.58e-043.04e-0375
GO:0043687LiverHCCpost-translational protein modification24/795837/187235.03e-032.11e-0224
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:00066123Oral cavityOSCCprotein targeting to membrane75/7305131/187231.72e-051.69e-0475
GO:00064797Oral cavityOSCCprotein methylation92/7305181/187237.86e-044.26e-0392
GO:00082137Oral cavityOSCCprotein alkylation92/7305181/187237.86e-044.26e-0392
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa00900LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009001LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009004Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa0090011Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa009002Oral cavityLPTerpenoid backbone biosynthesis12/241823/84651.43e-024.59e-022.96e-0212
hsa009003Oral cavityLPTerpenoid backbone biosynthesis12/241823/84651.43e-024.59e-022.96e-0212
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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
ICMTSNVMissense_Mutationc.595N>Gp.Leu199Valp.L199VO60725protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
ICMTinsertionFrame_Shift_Insnovelc.200_201insACCCCCAAAGGTGCTGTp.Ile68ProfsTer22p.I68Pfs*22O60725protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ICMTinsertionFrame_Shift_Insnovelc.248_249insTCCCCp.Ser84ProfsTer29p.S84Pfs*29O60725protein_codingTCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ICMTSNVMissense_Mutationnovelc.562G>Ap.Val188Metp.V188MO60725protein_codingdeleterious(0.03)possibly_damaging(0.71)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ICMTSNVMissense_Mutationc.815C>Tp.Thr272Metp.T272MO60725protein_codingdeleterious(0)probably_damaging(0.912)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
ICMTSNVMissense_Mutationrs777089946c.625N>Tp.Arg209Trpp.R209WO60725protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
ICMTSNVMissense_Mutationc.733N>Tp.Arg245Cysp.R245CO60725protein_codingdeleterious(0)probably_damaging(0.917)TCGA-AX-A1C9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ICMTSNVMissense_Mutationnovelc.403G>Tp.Ala135Serp.A135SO60725protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
ICMTSNVMissense_Mutationc.334G>Ap.Ala112Thrp.A112TO60725protein_codingdeleterious(0.01)benign(0.139)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ICMTSNVMissense_Mutationc.767N>Ap.Ile256Asnp.I256NO60725protein_codingdeleterious(0)probably_damaging(0.972)TCGA-BG-A0LX-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
23463ICMTDRUGGABLE GENOME, ENZYMESIMVASTATINSIMVASTATIN
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