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: CYP4F12

Gene summary for CYP4F12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYP4F12

Gene ID

66002

Gene namecytochrome P450 family 4 subfamily F member 12
Gene AliasCYPIVF12
Cytomap19p13.12
Gene Typeprotein-coding
GO ID

GO:0000038

UniProtAcc

A0A0A0MR49


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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
66002CYP4F12Pat01-BHumanStomachGC1.94e-153.32e-010.5754
66002CYP4F12Pat02-BHumanStomachGC1.87e-041.39e-010.0368
66002CYP4F12Pat03-BHumanStomachGC2.39e-173.83e-010.3693
66002CYP4F12Pat04-BHumanStomachGC1.47e-021.52e-01-0.1483
66002CYP4F12Pat06-BHumanStomachGC2.49e-061.32e-01-0.1961
66002CYP4F12Pat17-BHumanStomachGC4.27e-062.08e-010.3109
66002CYP4F12Pat22-BHumanStomachGC1.67e-091.99e-01-0.1042
66002CYP4F12Pat25-AHumanStomachCAG with IM9.39e-081.46e-01-0.1648
66002CYP4F12SIM_1HumanStomachSIM8.40e-042.05e-010.3573
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00066315StomachGCfatty acid metabolic process55/1159390/187238.63e-098.38e-0755
GO:00094106StomachGCresponse to xenobiotic stimulus61/1159462/187231.68e-081.43e-0661
GO:0033559StomachGCunsaturated fatty acid metabolic process24/1159116/187231.43e-078.35e-0624
GO:0006690StomachGCicosanoid metabolic process24/1159123/187234.49e-072.32e-0524
GO:0120254StomachGColefinic compound metabolic process25/1159153/187237.68e-062.77e-0425
GO:00160425StomachGClipid catabolic process41/1159320/187237.84e-062.80e-0441
GO:0006805StomachGCxenobiotic metabolic process19/1159111/187234.79e-051.15e-0319
GO:00442824StomachGCsmall molecule catabolic process40/1159376/187235.92e-048.09e-0340
GO:0071466StomachGCcellular response to xenobiotic stimulus23/1159177/187236.01e-048.17e-0323
GO:0042180StomachGCcellular ketone metabolic process26/1159211/187236.25e-048.37e-0326
GO:00508786StomachGCregulation of body fluid levels40/1159379/187236.92e-049.20e-0340
GO:0019369StomachGCarachidonic acid metabolic process11/115959/187238.75e-041.09e-0211
GO:00030143StomachGCrenal system process16/1159110/187231.19e-031.37e-0216
GO:00723294StomachGCmonocarboxylic acid catabolic process17/1159122/187231.38e-031.52e-0217
GO:0001676StomachGClong-chain fatty acid metabolic process16/1159112/187231.44e-031.57e-0216
GO:0003073StomachGCregulation of systemic arterial blood pressure14/115996/187232.29e-032.21e-0214
GO:0008217StomachGCregulation of blood pressure22/1159186/187232.66e-032.46e-0222
GO:00335591StomachCAG with IMunsaturated fatty acid metabolic process23/1050116/187231.00e-076.93e-0623
GO:000941011StomachCAG with IMresponse to xenobiotic stimulus54/1050462/187232.55e-071.60e-0554
GO:00066901StomachCAG with IMicosanoid metabolic process22/1050123/187231.21e-065.85e-0522
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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
CYP4F12SNVMissense_Mutationrs761587768c.1282N>Tp.His428Tyrp.H428Yprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CYP4F12SNVMissense_Mutationc.1383N>Gp.Phe461Leup.F461Lprotein_codingdeleterious(0)probably_damaging(0.909)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CYP4F12SNVMissense_Mutationc.491T>Cp.Ile164Thrp.I164Tprotein_codingdeleterious(0.03)benign(0.019)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CYP4F12SNVMissense_Mutationnovelc.316A>Cp.Thr106Prop.T106Pprotein_codingdeleterious(0.01)possibly_damaging(0.588)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CYP4F12insertionFrame_Shift_Insnovelc.1310_1311insCGp.Glu438ValfsTer42p.E438Vfs*42protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CYP4F12insertionFrame_Shift_Insnovelc.1312_1313insGAGTTTATTTTGTGATp.Glu438GlyfsTer14p.E438Gfs*14protein_codingTCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CYP4F12SNVMissense_Mutationrs780373753c.137N>Ap.Arg46Hisp.R46Hprotein_codingtolerated(0.18)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CYP4F12SNVMissense_Mutationnovelc.203C>Tp.Thr68Ilep.T68Iprotein_codingtolerated(0.34)benign(0.063)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
CYP4F12SNVMissense_Mutationnovelc.205C>Gp.Pro69Alap.P69Aprotein_codingtolerated(0.09)benign(0.195)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
CYP4F12SNVMissense_Mutationc.1168N>Tp.Arg390Trpp.R390Wprotein_codingdeleterious(0)benign(0.365)TCGA-EK-A2RL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytaxolPD
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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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