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: FTCD

Gene summary for FTCD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FTCD

Gene ID

10841

Gene nameformimidoyltransferase cyclodeaminase
Gene AliasLCHC1
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

O95954


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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
10841FTCDS43HumanLiverCirrhotic3.78e-24-6.52e-01-0.0187
10841FTCDHCC1_MengHumanLiverHCC1.10e-83-5.08e-010.0246
10841FTCDHCC2_MengHumanLiverHCC1.83e-30-7.49e-010.0107
10841FTCDcirrhotic1HumanLiverCirrhotic9.30e-11-2.55e-010.0202
10841FTCDcirrhotic2HumanLiverCirrhotic2.27e-22-6.20e-010.0201
10841FTCDcirrhotic3HumanLiverCirrhotic5.71e-08-4.91e-010.0215
10841FTCDp6HumanLiverCyst1.79e-04-7.52e-01-0.0218
10841FTCDHCC2HumanLiverHCC3.25e-093.68e+000.5341
10841FTCDHCC5HumanLiverHCC4.00e-045.62e-010.4932
10841FTCDPt13.aHumanLiverHCC4.24e-13-4.75e-010.021
10841FTCDPt13.bHumanLiverHCC1.85e-21-3.39e-010.0251
10841FTCDPt13.cHumanLiverHCC1.92e-07-6.41e-010.0076
10841FTCDPt14.dHumanLiverHCC1.13e-11-4.90e-010.0143
10841FTCDS027HumanLiverHCC1.69e-026.41e-010.2446
10841FTCDS028HumanLiverHCC2.24e-107.88e-010.2503
10841FTCDS029HumanLiverHCC5.70e-078.51e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004428211LiverCirrhoticsmall molecule catabolic process151/4634376/187232.20e-111.34e-09151
GO:001605411LiverCirrhoticorganic acid catabolic process104/4634240/187231.91e-109.53e-09104
GO:004639511LiverCirrhoticcarboxylic acid catabolic process102/4634236/187233.41e-101.63e-08102
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:00090631LiverCirrhoticcellular amino acid catabolic process49/4634110/187234.47e-067.42e-0549
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:004364811LiverCirrhoticdicarboxylic acid metabolic process43/463496/187231.42e-051.97e-0443
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:00067303LiverCirrhoticone-carbon metabolic process17/463440/187231.04e-024.61e-0217
GO:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00425581LiverHCCpteridine-containing compound metabolic process28/795833/187236.57e-071.03e-0528
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:00067601LiverHCCfolic acid-containing compound metabolic process22/795826/187231.23e-051.39e-0422
GO:00359991LiverHCCtetrahydrofolate interconversion10/795810/187231.92e-041.49e-0310
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
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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
FTCDSNVMissense_Mutationrs776937841c.1678N>Ap.Glu560Lysp.E560KO95954protein_codingdeleterious_low_confidence(0)possibly_damaging(0.502)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FTCDSNVMissense_Mutationrs752941882c.842N>Tp.Ala281Valp.A281VO95954protein_codingtolerated(0.09)possibly_damaging(0.585)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FTCDSNVMissense_Mutationnovelc.227N>Ap.Ser76Asnp.S76NO95954protein_codingtolerated(0.17)benign(0.073)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FTCDSNVMissense_Mutationnovelc.940N>Tp.Pro314Serp.P314SO95954protein_codingdeleterious(0.04)benign(0.048)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FTCDSNVMissense_Mutationrs762030809c.751G>Ap.Glu251Lysp.E251KO95954protein_codingdeleterious(0.03)probably_damaging(0.968)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FTCDSNVMissense_Mutationrs776462116c.481N>Ap.Asp161Asnp.D161NO95954protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FTCDSNVMissense_Mutationrs149792963c.1252N>Ap.Ala418Thrp.A418TO95954protein_codingtolerated(0.39)benign(0.015)TCGA-CM-4747-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyfluorouracilSD
FTCDSNVMissense_Mutationrs754530912c.599N>Tp.Ala200Valp.A200VO95954protein_codingdeleterious(0)probably_damaging(0.994)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
FTCDSNVMissense_Mutationrs749659966c.172G>Ap.Val58Metp.V58MO95954protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-G4-6298-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyirinotecanPD
FTCDSNVMissense_Mutationrs147140166c.644N>Ap.Arg215Hisp.R215HO95954protein_codingtolerated(0.05)possibly_damaging(0.708)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=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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