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: CXXC1

Gene summary for CXXC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CXXC1

Gene ID

30827

Gene nameCXXC finger protein 1
Gene Alias2410002I16Rik
Cytomap18q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9P0U4


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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
30827CXXC1HTA11_3410_2000001011HumanColorectumAD4.77e-071.83e-010.0155
30827CXXC1HTA11_2487_2000001011HumanColorectumSER3.05e-063.35e-01-0.1808
30827CXXC1HTA11_2951_2000001011HumanColorectumAD1.99e-054.32e-010.0216
30827CXXC1HTA11_1938_2000001011HumanColorectumAD6.49e-104.07e-01-0.0811
30827CXXC1HTA11_347_2000001011HumanColorectumAD1.34e-122.98e-01-0.1954
30827CXXC1HTA11_411_2000001011HumanColorectumSER6.89e-056.07e-01-0.2602
30827CXXC1HTA11_3361_2000001011HumanColorectumAD2.22e-105.15e-01-0.1207
30827CXXC1HTA11_83_2000001011HumanColorectumSER8.40e-052.77e-01-0.1526
30827CXXC1HTA11_696_2000001011HumanColorectumAD1.00e-073.19e-01-0.1464
30827CXXC1HTA11_866_2000001011HumanColorectumAD8.20e-031.88e-01-0.1001
30827CXXC1HTA11_1391_2000001011HumanColorectumAD4.92e-135.33e-01-0.059
30827CXXC1HTA11_5216_2000001011HumanColorectumSER3.31e-033.33e-01-0.1462
30827CXXC1HTA11_546_2000001011HumanColorectumAD4.06e-032.64e-01-0.0842
30827CXXC1HTA11_866_3004761011HumanColorectumAD8.43e-072.58e-010.096
30827CXXC1HTA11_10711_2000001011HumanColorectumAD1.47e-032.72e-010.0338
30827CXXC1HTA11_7696_3000711011HumanColorectumAD3.98e-083.16e-010.0674
30827CXXC1HTA11_6818_2000001011HumanColorectumAD1.50e-022.61e-010.0112
30827CXXC1HTA11_6818_2000001021HumanColorectumAD2.75e-042.28e-010.0588
30827CXXC1HTA11_99999970781_79442HumanColorectumMSS4.69e-032.25e-010.294
30827CXXC1HTA11_99999971662_82457HumanColorectumMSS9.17e-083.00e-010.3859
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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
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
∗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:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
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:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:00064791LiverCirrhoticprotein methylation61/4634181/187234.13e-032.21e-0261
GO:00082131LiverCirrhoticprotein alkylation61/4634181/187234.13e-032.21e-0261
GO:00165711LiverCirrhotichistone methylation49/4634141/187234.90e-032.56e-0249
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
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
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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
CXXC1MDSCProstateADJHIST1H1E,HIST1H2BK,HIST1H1D, etc.1.21e-01The 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.
CXXC1M1MACProstateADJHIST1H1E,HIST1H2BK,HIST1H1D, etc.9.39e-02The 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.
CXXC1CD8TCMProstateTumorHIST1H1E,HIST1H2BK,HIST1H1D, etc.1.83e-01The 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.
CXXC1MDSCProstateTumorHIST1H1E,HIST1H2BK,HIST1H1D, etc.8.15e-02The 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.
CXXC1FIBSkinADJEP400,STAM2,PM20D2, etc.3.04e-02The 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.
CXXC1SMCSkinHealthyEP400,STAM2,PM20D2, etc.1.04e-01The 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.
CXXC1FIBSkinSCCISEP400,STAM2,PM20D2, etc.1.64e-02The 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.
∗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
CXXC1SNVMissense_Mutationnovelc.921G>Ap.Met307Ilep.M307IQ9P0U4protein_codingtolerated(0.44)benign(0.015)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CXXC1SNVMissense_Mutationrs372083898c.1105N>Ap.Asp369Asnp.D369NQ9P0U4protein_codingtolerated(0.08)possibly_damaging(0.599)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CXXC1insertionFrame_Shift_Insnovelc.1280_1281insCACAGACCTGCAGATCTTCTGTGTTTCCTGTGGGCACCCCATCp.Glu427AspfsTer45p.E427Dfs*45Q9P0U4protein_codingTCGA-BH-A0H6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CXXC1SNVMissense_Mutationnovelc.1058N>Ap.Arg353Glnp.R353QQ9P0U4protein_codingdeleterious(0.01)benign(0.062)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CXXC1SNVMissense_Mutationnovelc.1057N>Tp.Arg353Trpp.R353WQ9P0U4protein_codingdeleterious(0)possibly_damaging(0.802)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CXXC1SNVMissense_Mutationrs200536058c.757N>Tp.Arg253Cysp.R253CQ9P0U4protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CXXC1SNVMissense_Mutationnovelc.313G>Ap.Glu105Lysp.E105KQ9P0U4protein_codingtolerated(0.14)benign(0.024)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CXXC1SNVMissense_Mutationc.1723G>Cp.Asp575Hisp.D575HQ9P0U4protein_codingdeleterious(0.04)probably_damaging(0.975)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CXXC1SNVMissense_Mutationnovelc.1574N>Tp.Thr525Ilep.T525IQ9P0U4protein_codingdeleterious(0)probably_damaging(0.984)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CXXC1SNVMissense_Mutationc.1778N>Ap.Arg593Hisp.R593HQ9P0U4protein_codingtolerated(0.12)benign(0.093)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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