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: KRT81

Gene summary for KRT81

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT81

Gene ID

3887

Gene namekeratin 81
Gene AliasHB1
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q14533


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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
3887KRT81GSM4909281HumanBreastIDC7.49e-197.35e-010.21
3887KRT81GSM4909286HumanBreastIDC7.43e-04-2.10e-010.1081
3887KRT81GSM4909287HumanBreastIDC9.59e-044.19e-010.2057
3887KRT81GSM4909290HumanBreastIDC1.77e-055.31e-010.2096
3887KRT81GSM4909291HumanBreastIDC7.43e-044.74e-010.1753
3887KRT81GSM4909295HumanBreastIDC6.72e-531.65e+000.0898
3887KRT81GSM4909297HumanBreastIDC1.18e-02-1.90e-010.1517
3887KRT81GSM4909298HumanBreastIDC1.11e-357.37e-010.1551
3887KRT81GSM4909299HumanBreastIDC1.67e-022.34e-010.035
3887KRT81GSM4909300HumanBreastIDC1.90e-035.30e-010.0334
3887KRT81GSM4909301HumanBreastIDC1.57e-03-2.16e-010.1577
3887KRT81GSM4909302HumanBreastIDC1.66e-02-1.91e-010.1545
3887KRT81GSM4909304HumanBreastIDC2.08e-02-2.12e-010.1636
3887KRT81GSM4909308HumanBreastIDC1.56e-04-2.16e-010.158
3887KRT81GSM4909309HumanBreastIDC1.24e-261.04e+000.0483
3887KRT81GSM4909319HumanBreastIDC1.57e-03-2.11e-010.1563
3887KRT81GSM4909321HumanBreastIDC1.65e-04-2.16e-010.1559
3887KRT81brca1HumanBreastPrecancer8.36e-054.19e-01-0.0338
3887KRT81brca2HumanBreastPrecancer4.77e-103.89e-01-0.024
3887KRT81brca3HumanBreastPrecancer2.84e-032.46e-01-0.0263
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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
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
∗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
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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
KRT81insertionNonsense_Mutationnovelc.1016_1017insTCAGTGATGCCCGCTp.Ala339_Lys340insGlnTerCysProLeup.A339_K340insQ*CPLQ14533protein_codingTCGA-BH-A0B9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
KRT81SNVMissense_Mutationc.1370N>Ap.Cys457Tyrp.C457YQ14533protein_codingtolerated(0.14)possibly_damaging(0.836)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KRT81SNVMissense_Mutationrs753782485c.28N>Tp.Arg10Cysp.R10CQ14533protein_codingdeleterious(0)possibly_damaging(0.587)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
KRT81SNVMissense_Mutationrs139838048c.1337N>Ap.Arg446Glnp.R446QQ14533protein_codingtolerated(0.37)benign(0.019)TCGA-ZX-AA5X-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KRT81SNVMissense_Mutationnovelc.718N>Gp.Arg240Glyp.R240GQ14533protein_codingdeleterious(0.01)benign(0.05)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
KRT81SNVMissense_Mutationnovelc.1295N>Ap.Arg432Glnp.R432QQ14533protein_codingtolerated(0.35)benign(0.038)TCGA-A6-2683-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyirinotecanPD
KRT81SNVMissense_Mutationrs145562431c.721N>Tp.Arg241Trpp.R241WQ14533protein_codingdeleterious(0.01)possibly_damaging(0.846)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KRT81SNVMissense_Mutationrs767515484c.1181N>Gp.Asn394Serp.N394SQ14533protein_codingdeleterious(0.04)possibly_damaging(0.588)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
KRT81SNVMissense_Mutationc.715C>Ap.Leu239Metp.L239MQ14533protein_codingdeleterious(0.01)possibly_damaging(0.633)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KRT81SNVMissense_Mutationc.1063N>Ap.Gln355Lysp.Q355KQ14533protein_codingdeleterious(0.01)possibly_damaging(0.816)TCGA-F5-6813-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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