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: KDF1

Gene summary for KDF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDF1

Gene ID

126695

Gene namekeratinocyte differentiation factor 1
Gene AliasC1orf172
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0002009

UniProtAcc

Q8NAX2


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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
126695KDF1HTA11_347_2000001011HumanColorectumAD3.05e-082.43e-01-0.1954
126695KDF1HTA11_696_2000001011HumanColorectumAD2.14e-082.58e-01-0.1464
126695KDF1HTA11_866_2000001011HumanColorectumAD3.21e-021.41e-01-0.1001
126695KDF1HTA11_1391_2000001011HumanColorectumAD1.62e-063.22e-01-0.059
126695KDF1HTA11_866_3004761011HumanColorectumAD5.12e-093.42e-010.096
126695KDF1HTA11_7696_3000711011HumanColorectumAD5.53e-051.90e-010.0674
126695KDF1HTA11_99999970781_79442HumanColorectumMSS1.02e-062.58e-010.294
126695KDF1HTA11_99999971662_82457HumanColorectumMSS8.73e-092.85e-010.3859
126695KDF1LZE4THumanEsophagusESCC8.98e-111.21e-010.0811
126695KDF1LZE7THumanEsophagusESCC3.03e-052.73e-010.0667
126695KDF1LZE8THumanEsophagusESCC2.46e-037.18e-020.067
126695KDF1LZE20THumanEsophagusESCC1.34e-062.20e-010.0662
126695KDF1LZE22THumanEsophagusESCC2.88e-052.75e-010.068
126695KDF1LZE24THumanEsophagusESCC8.39e-305.37e-010.0596
126695KDF1P1T-EHumanEsophagusESCC2.29e-052.16e-010.0875
126695KDF1P2T-EHumanEsophagusESCC2.18e-223.67e-010.1177
126695KDF1P4T-EHumanEsophagusESCC2.26e-172.24e-010.1323
126695KDF1P5T-EHumanEsophagusESCC2.46e-071.79e-010.1327
126695KDF1P8T-EHumanEsophagusESCC5.68e-172.70e-010.0889
126695KDF1P9T-EHumanEsophagusESCC2.30e-132.11e-010.1131
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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
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:005067310Oral cavityOSCCepithelial cell proliferation212/7305437/187232.82e-052.61e-04212
GO:00456825Oral cavityOSCCregulation of epidermis development41/730565/187237.29e-055.73e-0441
GO:00456045Oral cavityOSCCregulation of epidermal cell differentiation36/730558/187233.15e-041.96e-0336
GO:005067810Oral cavityOSCCregulation of epithelial cell proliferation180/7305381/187235.88e-043.35e-03180
GO:005087819Oral cavityOSCCregulation of body fluid levels179/7305379/187236.19e-043.50e-03179
GO:00163315Oral cavityOSCCmorphogenesis of embryonic epithelium77/7305147/187236.63e-043.72e-0377
GO:00436166Oral cavityOSCCkeratinocyte proliferation28/730546/187232.19e-039.95e-0328
GO:00513024Oral cavityOSCCregulation of cell division87/7305177/187233.75e-031.55e-0287
GO:0045684Oral cavityOSCCpositive regulation of epidermis development20/730532/187236.05e-032.28e-0220
GO:00335614Oral cavityOSCCregulation of water loss via skin17/730527/187231.01e-023.49e-0217
GO:0045606Oral cavityOSCCpositive regulation of epidermal cell differentiation17/730527/187231.01e-023.49e-0217
GO:00108391Oral cavityOSCCnegative regulation of keratinocyte proliferation10/730514/187231.44e-024.69e-0210
GO:000854416Oral cavityLPepidermis development112/4623324/187233.81e-055.61e-04112
GO:004358816Oral cavityLPskin development93/4623263/187236.47e-058.70e-0493
GO:004361612Oral cavityLPkeratinocyte proliferation22/462346/187235.55e-045.13e-0322
GO:003021613Oral cavityLPkeratinocyte differentiation51/4623139/187231.05e-038.84e-0351
GO:000991315Oral cavityLPepidermal cell differentiation69/4623202/187231.53e-031.19e-0269
GO:003356112Oral cavityLPregulation of water loss via skin13/462327/187236.92e-033.96e-0213
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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
KDF1SNVMissense_Mutationnovelc.370N>Ap.Glu124Lysp.E124KQ8NAX2protein_codingtolerated(0.56)benign(0.01)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KDF1SNVMissense_Mutationrs762329870c.898G>Ap.Gly300Serp.G300SQ8NAX2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KDF1SNVMissense_Mutationc.4N>Tp.Pro2Serp.P2SQ8NAX2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.886)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KDF1SNVMissense_Mutationc.1079C>Tp.Ala360Valp.A360VQ8NAX2protein_codingtolerated(1)benign(0.086)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KDF1SNVMissense_Mutationc.64N>Tp.Pro22Serp.P22SQ8NAX2protein_codingtolerated_low_confidence(0.09)benign(0.23)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KDF1SNVMissense_Mutationc.680C>Tp.Pro227Leup.P227LQ8NAX2protein_codingtolerated(0.18)possibly_damaging(0.823)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KDF1insertionFrame_Shift_Insrs752617278c.408dupCp.Ser137GlnfsTer3p.S137Qfs*3Q8NAX2protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KDF1SNVMissense_Mutationrs771599585c.640N>Ap.Glu214Lysp.E214KQ8NAX2protein_codingtolerated(0.09)possibly_damaging(0.885)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KDF1SNVMissense_Mutationrs770558931c.121C>Tp.Arg41Cysp.R41CQ8NAX2protein_codingdeleterious(0.02)possibly_damaging(0.528)TCGA-A5-A0GH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
KDF1SNVMissense_Mutationrs371743170c.704N>Tp.Ser235Leup.S235LQ8NAX2protein_codingdeleterious(0)benign(0.361)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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