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: A1CF

Gene summary for A1CF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

A1CF

Gene ID

29974

Gene nameAPOBEC1 complementation factor
Gene AliasACF
Cytomap10q11.23
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024QZJ5


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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
29974A1CFHTA11_3410_2000001011HumanColorectumAD3.83e-07-4.70e-010.0155
29974A1CFHTA11_347_2000001011HumanColorectumAD8.90e-095.27e-01-0.1954
29974A1CFHTA11_866_3004761011HumanColorectumAD1.70e-02-4.02e-010.096
29974A1CFHTA11_10711_2000001011HumanColorectumAD1.44e-05-5.30e-010.0338
29974A1CFHTA11_7696_3000711011HumanColorectumAD2.01e-14-4.65e-010.0674
29974A1CFHTA11_99999970781_79442HumanColorectumMSS7.16e-18-5.18e-010.294
29974A1CFHTA11_99999973899_84307HumanColorectumMSS8.90e-04-5.60e-010.2585
29974A1CFHTA11_99999974143_84620HumanColorectumMSS4.08e-07-3.20e-010.3005
29974A1CFF007HumanColorectumFAP6.53e-04-4.29e-010.1176
29974A1CFA002-C-010HumanColorectumFAP5.35e-07-2.26e-010.242
29974A1CFA001-C-207HumanColorectumFAP7.45e-06-4.40e-010.1278
29974A1CFA015-C-203HumanColorectumFAP3.26e-27-4.72e-01-0.1294
29974A1CFA015-C-204HumanColorectumFAP3.00e-06-3.86e-01-0.0228
29974A1CFA014-C-040HumanColorectumFAP7.70e-03-4.25e-01-0.1184
29974A1CFA002-C-201HumanColorectumFAP5.44e-13-4.46e-010.0324
29974A1CFA002-C-203HumanColorectumFAP2.92e-08-2.59e-010.2786
29974A1CFA001-C-119HumanColorectumFAP3.13e-10-5.54e-01-0.1557
29974A1CFA001-C-108HumanColorectumFAP1.35e-24-5.15e-01-0.0272
29974A1CFA002-C-205HumanColorectumFAP2.57e-18-5.18e-01-0.1236
29974A1CFA001-C-104HumanColorectumFAP1.02e-15-4.59e-010.0184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
GO:00064032ColorectumMSSRNA localization69/3467201/187236.33e-083.26e-0669
GO:00508214ColorectumFAPprotein stabilization51/2622191/187232.63e-069.96e-0551
GO:00316474ColorectumFAPregulation of protein stability70/2622298/187236.60e-062.04e-0470
GO:00064034ColorectumFAPRNA localization47/2622201/187232.27e-043.22e-0347
GO:00508215ColorectumCRCprotein stabilization44/2078191/187231.77e-068.92e-0544
GO:00316475ColorectumCRCregulation of protein stability58/2078298/187231.38e-054.37e-0458
GO:00064035ColorectumCRCRNA localization35/2078201/187234.64e-033.61e-0235
GO:00316477LiverNAFLDregulation of protein stability61/1882298/187235.00e-084.71e-0661
GO:00508217LiverNAFLDprotein stabilization40/1882191/187235.38e-061.95e-0440
GO:00064037LiverNAFLDRNA localization32/1882201/187235.96e-034.48e-0232
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:005082112LiverCirrhoticprotein stabilization97/4634191/187236.67e-156.97e-1397
GO:000640312LiverCirrhoticRNA localization94/4634201/187238.57e-125.66e-1094
GO:0007565LiverCirrhoticfemale pregnancy65/4634193/187233.21e-031.80e-0265
GO:0007566LiverCirrhoticembryo implantation22/463453/187235.36e-032.73e-0222
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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
A1CFSNVMissense_Mutationc.379N>Ap.Tyr127Asnp.Y127Nprotein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
A1CFSNVMissense_Mutationnovelc.407G>Ap.Gly136Glup.G136Eprotein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A2FB-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
A1CFSNVMissense_Mutationc.100A>Gp.Ile34Valp.I34Vprotein_codingtolerated(0.75)benign(0.001)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
A1CFSNVMissense_Mutationc.1296N>Ap.Asp432Glup.D432Eprotein_codingtolerated(0.42)probably_damaging(0.997)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
A1CFSNVMissense_Mutationrs748398755c.608N>Tp.Ala203Valp.A203Vprotein_codingdeleterious(0)possibly_damaging(0.858)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
A1CFSNVMissense_Mutationc.731G>Tp.Arg244Ilep.R244Iprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
A1CFinsertionFrame_Shift_Insnovelc.1253_1254insTAACTTCTCCAAATTCCTTACCATTTp.Tyr419AsnfsTer33p.Y419Nfs*33protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
A1CFdeletionFrame_Shift_Delc.1322delNp.Pro441GlnfsTer2p.P441Qfs*2protein_codingTCGA-BH-A0GY-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyotxanSD
A1CFSNVMissense_Mutationc.1664C>Ap.Ala555Aspp.A555Dprotein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.812)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
A1CFSNVMissense_Mutationc.759N>Cp.Glu253Aspp.E253Dprotein_codingtolerated(0.36)benign(0.017)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<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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