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: KRT13

Gene summary for KRT13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT13

Gene ID

3860

Gene namekeratin 13
Gene AliasCK13
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

P13646


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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
3860KRT13CA_HPV_1HumanCervixCC5.48e-61-1.21e+000.0264
3860KRT13CA_HPV_2HumanCervixCC2.11e-09-6.12e-010.0391
3860KRT13HSIL_HPV_1HumanCervixHSIL_HPV2.27e-58-1.28e+000.0116
3860KRT13HSIL_HPV_2HumanCervixHSIL_HPV2.04e-52-1.18e+000.0208
3860KRT13N_HPV_1HumanCervixN_HPV3.16e-24-8.27e-010.0079
3860KRT13N_HPV_2HumanCervixN_HPV2.10e-083.13e-01-0.0131
3860KRT13CCI_2HumanCervixCC1.56e-24-1.46e+000.5249
3860KRT13CCI_3HumanCervixCC6.25e-044.63e-010.516
3860KRT13CCII_1HumanCervixCC3.41e-32-1.33e+000.3249
3860KRT13TumorHumanCervixCC6.13e-114.66e-010.1241
3860KRT13sample1HumanCervixCC2.74e-29-1.33e+000.0959
3860KRT13sample3HumanCervixCC2.55e-032.90e-010.1387
3860KRT13H2HumanCervixHSIL_HPV7.79e-032.79e-010.0632
3860KRT13L1HumanCervixCC1.08e-043.64e-020.0802
3860KRT13T1HumanCervixCC6.97e-50-1.26e+000.0918
3860KRT13T2HumanCervixCC3.08e-23-1.40e+000.0709
3860KRT13T3HumanCervixCC4.26e-053.20e-010.1389
3860KRT13LZE2THumanEsophagusESCC2.07e-021.28e+000.082
3860KRT13LZE5THumanEsophagusESCC6.34e-10-2.37e-010.0514
3860KRT13LZE8THumanEsophagusESCC6.64e-162.50e+000.067
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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
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
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
∗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
hsa0491520CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa04915110CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa051504CervixHSIL_HPVStaphylococcus aureus infection21/45996/84652.93e-081.43e-061.16e-0621
hsa0491524CervixHSIL_HPVEstrogen signaling pathway19/459138/84651.54e-041.74e-031.40e-0319
hsa0515011CervixHSIL_HPVStaphylococcus aureus infection21/45996/84652.93e-081.43e-061.16e-0621
hsa0491534CervixHSIL_HPVEstrogen signaling pathway19/459138/84651.54e-041.74e-031.40e-0319
hsa051502CervixN_HPVStaphylococcus aureus infection15/34996/84657.81e-061.01e-047.90e-0515
hsa0491543CervixN_HPVEstrogen signaling pathway16/349138/84651.68e-041.53e-031.19e-0316
hsa051503CervixN_HPVStaphylococcus aureus infection15/34996/84657.81e-061.01e-047.90e-0515
hsa0491553CervixN_HPVEstrogen signaling pathway16/349138/84651.68e-041.53e-031.19e-0316
hsa0491529Oral cavityEOLPEstrogen signaling pathway38/1218138/84653.78e-051.82e-041.07e-0438
hsa04915113Oral cavityEOLPEstrogen signaling pathway38/1218138/84653.78e-051.82e-041.07e-0438
hsa04915210Oral cavityNEOLPEstrogen signaling pathway29/1112138/84656.33e-032.34e-021.47e-0229
hsa0491537Oral cavityNEOLPEstrogen signaling pathway29/1112138/84656.33e-032.34e-021.47e-0229
hsa0491527ProstateBPHEstrogen signaling pathway48/1718138/84654.60e-053.16e-041.96e-0448
hsa04915112ProstateBPHEstrogen signaling pathway48/1718138/84654.60e-053.16e-041.96e-0448
hsa0491528ProstateTumorEstrogen signaling pathway48/1791138/84651.36e-048.33e-045.17e-0448
hsa0491536ProstateTumorEstrogen signaling pathway48/1791138/84651.36e-048.33e-045.17e-0448
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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
KRT13SNVMissense_Mutationnovelc.1340C>Tp.Ala447Valp.A447VP13646protein_codingtolerated(0.42)benign(0.011)TCGA-A2-A0CO-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
KRT13SNVMissense_Mutationnovelc.794N>Ap.Thr265Asnp.T265NP13646protein_codingdeleterious(0)probably_damaging(0.917)TCGA-E9-A3HO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
KRT13SNVMissense_Mutationrs202015813c.814N>Tp.Arg272Cysp.R272CP13646protein_codingdeleterious(0.04)possibly_damaging(0.478)TCGA-E9-A54X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KRT13SNVMissense_Mutationc.388N>Ap.Ala130Thrp.A130TP13646protein_codingtolerated(0.73)benign(0.053)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KRT13SNVMissense_Mutationc.1241C>Ap.Ala414Aspp.A414DP13646protein_codingdeleterious(0.01)probably_damaging(0.952)TCGA-AA-3662-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePR
KRT13SNVMissense_Mutationnovelc.698N>Cp.Asn233Thrp.N233TP13646protein_codingtolerated(0.21)benign(0.015)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KRT13SNVMissense_Mutationc.1253N>Ap.Gly418Aspp.G418DP13646protein_codingtolerated(0.12)benign(0.005)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KRT13SNVMissense_Mutationrs138885186c.1216N>Tp.Arg406Cysp.R406CP13646protein_codingdeleterious(0.03)possibly_damaging(0.479)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KRT13SNVMissense_Mutationrs200309164c.1133N>Ap.Arg378Hisp.R378HP13646protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KRT13SNVMissense_Mutationrs201006488c.628N>Ap.Gly210Serp.G210SP13646protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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