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: KRT6C

Gene summary for KRT6C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT6C

Gene ID

286887

Gene namekeratin 6C
Gene AliasK6E
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

P48668


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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
286887KRT6CP1T-EHumanEsophagusESCC3.68e-141.63e+000.0875
286887KRT6CP4T-EHumanEsophagusESCC1.79e-085.73e-010.1323
286887KRT6CP5T-EHumanEsophagusESCC4.31e-145.30e-010.1327
286887KRT6CP11T-EHumanEsophagusESCC3.27e-038.13e-010.1426
286887KRT6CP12T-EHumanEsophagusESCC2.70e-037.48e-020.1122
286887KRT6CP19T-EHumanEsophagusESCC6.74e-062.56e+000.1662
286887KRT6CP20T-EHumanEsophagusESCC1.04e-361.18e+000.1124
286887KRT6CP23T-EHumanEsophagusESCC1.57e-032.88e-010.108
286887KRT6CP28T-EHumanEsophagusESCC1.51e-121.96e-010.1149
286887KRT6CP36T-EHumanEsophagusESCC1.05e-092.04e-010.1187
286887KRT6CP37T-EHumanEsophagusESCC5.20e-055.26e-010.1371
286887KRT6CP42T-EHumanEsophagusESCC5.82e-063.30e-010.1175
286887KRT6CP49T-EHumanEsophagusESCC1.57e-089.18e-010.1768
286887KRT6CP52T-EHumanEsophagusESCC2.84e-093.74e-010.1555
286887KRT6CP54T-EHumanEsophagusESCC8.50e-101.08e-010.0975
286887KRT6CP61T-EHumanEsophagusESCC2.18e-031.37e-020.099
286887KRT6CP62T-EHumanEsophagusESCC1.01e-048.63e-020.1302
286887KRT6CP74T-EHumanEsophagusESCC5.55e-103.33e-010.1479
286887KRT6CP80T-EHumanEsophagusESCC1.69e-211.24e+000.155
286887KRT6CP83T-EHumanEsophagusESCC8.56e-123.92e-010.1738
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00451035EsophagusESCCintermediate filament-based process32/855252/187231.55e-024.97e-0232
GO:00451044Oral cavityOSCCintermediate filament cytoskeleton organization31/730551/187231.34e-036.62e-0331
GO:00451034Oral cavityOSCCintermediate filament-based process31/730552/187232.08e-039.59e-0331
GO:00451045SkinAKintermediate filament cytoskeleton organization14/191051/187234.29e-044.05e-0314
GO:00451036SkinAKintermediate filament-based process14/191052/187235.32e-044.84e-0314
GO:004510413SkinSCCISintermediate filament cytoskeleton organization9/91951/187237.53e-041.03e-029
GO:004510313SkinSCCISintermediate filament-based process9/91952/187238.72e-041.14e-029
GO:004510423SkincSCCintermediate filament cytoskeleton organization24/486451/187239.43e-046.42e-0324
GO:004510323SkincSCCintermediate filament-based process24/486452/187231.32e-038.50e-0324
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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
KRT6CSNVMissense_Mutationnovelc.766G>Ap.Glu256Lysp.E256KP48668protein_codingdeleterious(0)probably_damaging(1)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
KRT6CSNVMissense_Mutationrs746200592c.38N>Ap.Ser13Asnp.S13NP48668protein_codingdeleterious(0.03)benign(0.031)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
KRT6CSNVMissense_Mutationc.1447N>Ap.Gln483Lysp.Q483KP48668protein_codingdeleterious(0.03)benign(0.01)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KRT6CSNVMissense_Mutationnovelc.746N>Ap.Leu249Hisp.L249HP48668protein_codingdeleterious(0.01)possibly_damaging(0.767)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
KRT6CSNVMissense_Mutationnovelc.1099N>Ap.Ala367Thrp.A367TP48668protein_codingdeleterious(0)probably_damaging(0.997)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
KRT6CSNVMissense_Mutationrs541854809c.118C>Tp.Arg40Cysp.R40CP48668protein_codingtolerated(0.07)probably_damaging(0.958)TCGA-A6-2680-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KRT6CSNVMissense_Mutationrs779662593c.700N>Tp.Arg234Cysp.R234CP48668protein_codingdeleterious(0)benign(0.398)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KRT6CSNVMissense_Mutationrs771618302c.694C>Tp.Arg232Trpp.R232WP48668protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KRT6CSNVMissense_Mutationnovelc.1663T>Ap.Ser555Thrp.S555TP48668protein_codingtolerated(1)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KRT6CSNVMissense_Mutationnovelc.676N>Ap.Asp226Asnp.D226NP48668protein_codingtolerated(0.12)benign(0.434)TCGA-AA-3877-01Colorectumcolon 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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