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: KRT7

Gene summary for KRT7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT7

Gene ID

3855

Gene namekeratin 7
Gene AliasCK7
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

P08729


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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
3855KRT7GSM4909282HumanBreastIDC1.05e-08-4.80e-01-0.0288
3855KRT7GSM4909285HumanBreastIDC2.01e-036.61e-020.21
3855KRT7GSM4909286HumanBreastIDC1.75e-14-2.08e-010.1081
3855KRT7GSM4909287HumanBreastIDC1.23e-02-3.19e-010.2057
3855KRT7GSM4909293HumanBreastIDC3.84e-19-6.45e-010.1581
3855KRT7GSM4909294HumanBreastIDC1.92e-284.07e-010.2022
3855KRT7GSM4909296HumanBreastIDC9.81e-03-1.96e-010.1524
3855KRT7GSM4909297HumanBreastIDC5.45e-13-2.73e-020.1517
3855KRT7GSM4909298HumanBreastIDC3.22e-04-1.96e-010.1551
3855KRT7GSM4909301HumanBreastIDC1.00e-46-1.03e+000.1577
3855KRT7GSM4909302HumanBreastIDC6.49e-032.20e-010.1545
3855KRT7GSM4909304HumanBreastIDC3.40e-20-6.86e-010.1636
3855KRT7GSM4909305HumanBreastIDC1.05e-114.68e-010.0436
3855KRT7GSM4909307HumanBreastIDC6.33e-12-5.62e-010.1569
3855KRT7GSM4909308HumanBreastIDC2.80e-35-8.87e-010.158
3855KRT7GSM4909311HumanBreastIDC5.74e-37-4.47e-010.1534
3855KRT7GSM4909312HumanBreastIDC2.16e-05-2.10e-010.1552
3855KRT7GSM4909313HumanBreastIDC1.75e-041.83e-010.0391
3855KRT7GSM4909315HumanBreastIDC1.03e-778.28e-010.21
3855KRT7GSM4909316HumanBreastIDC1.02e-337.48e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0002244ColorectumMSShematopoietic progenitor cell differentiation32/3467114/187238.07e-034.91e-0232
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:000224413SkincSCChematopoietic progenitor cell differentiation42/4864114/187236.74e-033.27e-0242
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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
KRT7SNVMissense_Mutationnovelc.1205G>Tp.Arg402Leup.R402LP08729protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KRT7SNVMissense_Mutationnovelc.737T>Gp.Val246Glyp.V246GP08729protein_codingdeleterious(0)probably_damaging(0.995)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KRT7SNVMissense_Mutationnovelc.511G>Ap.Asp171Asnp.D171NP08729protein_codingdeleterious(0.05)benign(0.159)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KRT7SNVMissense_Mutationrs367997288c.560N>Ap.Arg187Hisp.R187HP08729protein_codingdeleterious(0.02)possibly_damaging(0.828)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
KRT7SNVMissense_Mutationc.961N>Cp.Glu321Glnp.E321QP08729protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
KRT7insertionFrame_Shift_Insnovelc.1329_1330insGGGTGGGGp.Ser444GlyfsTer12p.S444Gfs*12P08729protein_codingTCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
KRT7insertionFrame_Shift_Insnovelc.1203_1204insTTTGTCAGCTGCCTGACATp.Arg402PhefsTer28p.R402Ffs*28P08729protein_codingTCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KRT7SNVMissense_Mutationrs367997288c.560N>Ap.Arg187Hisp.R187HP08729protein_codingdeleterious(0.02)possibly_damaging(0.828)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KRT7SNVMissense_Mutationnovelc.801N>Tp.Gln267Hisp.Q267HP08729protein_codingdeleterious(0.01)probably_damaging(0.929)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KRT7SNVMissense_Mutationrs148429275c.1108C>Tp.Arg370Trpp.R370WP08729protein_codingdeleterious(0)benign(0.159)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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