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: KRT1

Gene summary for KRT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT1

Gene ID

3848

Gene namekeratin 1
Gene AliasCK1
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

P04264


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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
3848KRT1CA_HPV_1HumanCervixCC3.31e-02-1.97e-010.0264
3848KRT1CA_HPV_2HumanCervixCC6.26e-03-2.17e-010.0391
3848KRT1CA_HPV_3HumanCervixCC1.43e-024.87e-010.0414
3848KRT1N_HPV_1HumanCervixN_HPV1.93e-06-2.46e-010.0079
3848KRT1N_HPV_2HumanCervixN_HPV1.75e-136.51e-01-0.0131
3848KRT1TumorHumanCervixCC2.98e-309.28e-010.1241
3848KRT1sample3HumanCervixCC3.84e-115.60e-010.1387
3848KRT1H2HumanCervixHSIL_HPV9.00e-07-2.45e-010.0632
3848KRT1T1HumanCervixCC3.40e-05-2.54e-010.0918
3848KRT1T3HumanCervixCC6.96e-166.31e-010.1389
3848KRT1P1_S1_AKHumanSkinAK1.36e-048.04e-02-0.3399
3848KRT1P2_S3_AKHumanSkinAK8.77e-11-1.52e-02-0.3287
3848KRT1P2_S4_SCCISHumanSkinSCCIS5.46e-16-5.70e-01-0.3043
3848KRT1P3_S6_AKHumanSkinAK7.17e-328.98e-01-0.3256
3848KRT1P5_S10_cSCCHumanSkincSCC1.73e-25-7.80e-01-0.299
3848KRT1P4_cSCCHumanSkincSCC2.42e-081.09e+00-0.00290000000000005
3848KRT1P10_cSCCHumanSkincSCC1.04e-07-5.05e-010.1017
3848KRT1cSCC_p1HumanSkincSCC5.72e-064.94e-01-0.1916
3848KRT1cSCC_p10HumanSkincSCC3.93e-103.70e-01-0.2095
3848KRT1cSCC_p11HumanSkincSCC1.58e-184.56e-01-0.2102
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00457279BreastPrecancerpositive regulation of translation32/1080136/187235.89e-129.27e-1032
GO:00342509BreastPrecancerpositive regulation of cellular amide metabolic process33/1080162/187231.72e-101.77e-0833
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:00436273BreastPrecancerresponse to estrogen15/108075/187232.06e-054.83e-0415
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00106319BreastPrecancerepithelial cell migration40/1080357/187234.57e-059.71e-0440
GO:00901329BreastPrecancerepithelium migration40/1080360/187235.51e-051.14e-0340
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00901309BreastPrecancertissue migration40/1080365/187237.48e-051.47e-0340
GO:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:00018898BreastPrecancerliver development21/1080147/187231.08e-041.96e-0321
GO:00102125BreastPrecancerresponse to ionizing radiation21/1080148/187231.19e-042.13e-0321
GO:0045104BreastPrecancerintermediate filament cytoskeleton organization11/108051/187231.26e-042.22e-0311
GO:00713568BreastPrecancercellular response to tumor necrosis factor28/1080229/187231.42e-042.45e-0328
GO:00610088BreastPrecancerhepaticobiliary system development21/1080150/187231.45e-042.49e-0321
GO:0045103BreastPrecancerintermediate filament-based process11/108052/187231.52e-042.60e-0311
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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
KRT1SNVMissense_Mutationnovelc.62C>Tp.Ser21Phep.S21FP04264protein_codingdeleterious(0)probably_damaging(0.96)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
KRT1SNVMissense_Mutationnovelc.1807N>Ap.Gly603Serp.G603SP04264protein_codingtolerated_low_confidence(0.56)benign(0.006)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
KRT1SNVMissense_Mutationrs771587972c.751N>Tp.Arg251Trpp.R251WP04264protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KRT1SNVMissense_Mutationc.1027N>Tp.Arg343Cysp.R343CP04264protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
KRT1SNVMissense_Mutationc.1307C>Tp.Ala436Valp.A436VP04264protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KRT1deletionFrame_Shift_Delnovelc.402delNp.Phe134LeufsTer43p.F134Lfs*43P04264protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
KRT1SNVMissense_Mutationc.655N>Ap.Asp219Asnp.D219NP04264protein_codingtolerated(0.38)benign(0.066)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
KRT1SNVMissense_Mutationc.811N>Cp.Glu271Glnp.E271QP04264protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
KRT1SNVMissense_Mutationnovelc.1811C>Tp.Ser604Phep.S604FP04264protein_codingtolerated_low_confidence(0.09)possibly_damaging(0.554)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KRT1SNVMissense_Mutationnovelc.971N>Gp.Ser324Cysp.S324CP04264protein_codingdeleterious(0.02)probably_damaging(0.923)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<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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