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: CLCF1

Gene summary for CLCF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLCF1

Gene ID

23529

Gene namecardiotrophin like cytokine factor 1
Gene AliasBSF-3
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q9UBD9


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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
23529CLCF1LZE24THumanEsophagusESCC2.90e-033.30e-010.0596
23529CLCF1P4T-EHumanEsophagusESCC3.51e-042.55e-010.1323
23529CLCF1P8T-EHumanEsophagusESCC2.19e-301.06e+000.0889
23529CLCF1P9T-EHumanEsophagusESCC6.59e-042.82e-010.1131
23529CLCF1P10T-EHumanEsophagusESCC5.31e-046.49e-020.116
23529CLCF1P12T-EHumanEsophagusESCC6.81e-134.80e-010.1122
23529CLCF1P15T-EHumanEsophagusESCC1.20e-047.84e-020.1149
23529CLCF1P16T-EHumanEsophagusESCC3.34e-04-3.76e-020.1153
23529CLCF1P21T-EHumanEsophagusESCC7.91e-094.10e-010.1617
23529CLCF1P22T-EHumanEsophagusESCC5.31e-03-3.09e-030.1236
23529CLCF1P23T-EHumanEsophagusESCC2.87e-055.41e-010.108
23529CLCF1P24T-EHumanEsophagusESCC2.17e-092.73e-010.1287
23529CLCF1P31T-EHumanEsophagusESCC3.45e-042.53e-010.1251
23529CLCF1P32T-EHumanEsophagusESCC9.98e-081.24e-010.1666
23529CLCF1P36T-EHumanEsophagusESCC1.00e-065.75e-010.1187
23529CLCF1P37T-EHumanEsophagusESCC2.94e-102.46e-010.1371
23529CLCF1P42T-EHumanEsophagusESCC9.21e-032.93e-010.1175
23529CLCF1P47T-EHumanEsophagusESCC1.75e-103.15e-010.1067
23529CLCF1P49T-EHumanEsophagusESCC1.85e-122.35e+000.1768
23529CLCF1P54T-EHumanEsophagusESCC6.65e-208.15e-010.0975
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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
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:00466517Oral cavityOSCClymphocyte proliferation131/7305288/187231.41e-024.67e-02131
GO:00022002Oral cavityOSCCsomatic diversification of immune receptors40/730577/187231.42e-024.69e-0240
GO:0002562Oral cavityOSCCsomatic diversification of immune receptors via germline recombination within a single locus35/730566/187231.43e-024.69e-0235
GO:0016444Oral cavityOSCCsomatic cell DNA recombination35/730566/187231.43e-024.69e-0235
GO:00706657Oral cavityOSCCpositive regulation of leukocyte proliferation72/7305150/187231.53e-024.95e-0272
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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
CLCF1SNVMissense_Mutationrs764602656c.322G>Ap.Glu108Lysp.E108KQ9UBD9protein_codingtolerated(0.98)benign(0.007)TCGA-D8-A27R-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycin+cyclophosphamideSD
CLCF1SNVMissense_Mutationrs761887384c.364N>Tp.Arg122Cysp.R122CQ9UBD9protein_codingdeleterious(0.05)possibly_damaging(0.566)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLCF1SNVMissense_Mutationc.172N>Ap.Ala58Thrp.A58TQ9UBD9protein_codingtolerated(0.15)possibly_damaging(0.616)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
CLCF1SNVMissense_Mutationrs757544375c.550N>Ap.Asp184Asnp.D184NQ9UBD9protein_codingtolerated(0.05)benign(0.124)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLCF1SNVMissense_Mutationnovelc.50N>Tp.Thr17Metp.T17MQ9UBD9protein_codingdeleterious(0.02)benign(0.09)TCGA-D1-A2G0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLCF1SNVMissense_Mutationnovelc.68C>Tp.Pro23Leup.P23LQ9UBD9protein_codingdeleterious(0.01)possibly_damaging(0.559)TCGA-DD-AACH-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
CLCF1SNVMissense_Mutationc.463G>Ap.Gly155Serp.G155SQ9UBD9protein_codingtolerated(0.06)probably_damaging(0.986)TCGA-BR-4357-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
CLCF1SNVMissense_Mutationc.146N>Gp.Tyr49Cysp.Y49CQ9UBD9protein_codingdeleterious(0)benign(0.021)TCGA-BR-8059-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownSD
CLCF1SNVMissense_Mutationnovelc.377C>Tp.Thr126Ilep.T126IQ9UBD9protein_codingtolerated(0.24)benign(0.046)TCGA-D7-A6EY-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CLCF1SNVMissense_Mutationnovelc.566N>Gp.Lys189Argp.K189RQ9UBD9protein_codingtolerated(1)benign(0.096)TCGA-VQ-A91K-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilCR
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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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