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: KRT15

Gene summary for KRT15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT15

Gene ID

3866

Gene namekeratin 15
Gene AliasCK15
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

B3KVF5


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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
3866KRT15GSM4909285HumanBreastIDC4.21e-21-7.41e-010.21
3866KRT15GSM4909286HumanBreastIDC1.47e-338.96e-010.1081
3866KRT15GSM4909290HumanBreastIDC4.99e-16-7.43e-010.2096
3866KRT15GSM4909291HumanBreastIDC1.42e-22-8.54e-010.1753
3866KRT15GSM4909292HumanBreastIDC3.28e-02-7.98e-010.1236
3866KRT15GSM4909293HumanBreastIDC2.68e-14-5.01e-010.1581
3866KRT15GSM4909294HumanBreastIDC8.99e-18-5.81e-010.2022
3866KRT15GSM4909295HumanBreastIDC1.66e-219.45e-010.0898
3866KRT15GSM4909296HumanBreastIDC1.82e-23-7.41e-010.1524
3866KRT15GSM4909297HumanBreastIDC3.77e-17-4.77e-010.1517
3866KRT15GSM4909298HumanBreastIDC1.26e-18-5.83e-010.1551
3866KRT15GSM4909299HumanBreastIDC4.77e-651.11e+000.035
3866KRT15GSM4909300HumanBreastIDC2.69e-138.32e-010.0334
3866KRT15GSM4909301HumanBreastIDC6.06e-35-8.16e-010.1577
3866KRT15GSM4909304HumanBreastIDC6.32e-25-7.71e-010.1636
3866KRT15GSM4909305HumanBreastIDC4.08e-106.65e-010.0436
3866KRT15GSM4909306HumanBreastIDC1.14e-08-2.41e-010.1564
3866KRT15GSM4909307HumanBreastIDC4.47e-08-2.81e-010.1569
3866KRT15GSM4909308HumanBreastIDC2.10e-30-8.46e-010.158
3866KRT15GSM4909309HumanBreastIDC5.39e-085.18e-010.0483
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:000854422BreastDCISepidermis development40/1390324/187231.05e-031.16e-0240
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:000854413CervixHSIL_HPVepidermis development38/737324/187231.92e-093.23e-0738
GO:000854423CervixN_HPVepidermis development21/534324/187234.32e-046.01e-0321
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00085444LungIACepidermis development51/2061324/187235.51e-034.11e-0251
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:000854416Oral cavityLPepidermis development112/4623324/187233.81e-055.61e-04112
GO:000854424Oral cavityEOLPepidermis development64/2218324/187232.48e-053.68e-0464
GO:000854431Oral cavityNEOLPepidermis development57/2005324/187231.13e-041.35e-0357
GO:00085448ProstateBPHepidermis development80/3107324/187231.12e-041.02e-0380
GO:000854415ProstateTumorepidermis development89/3246324/187233.15e-065.18e-0589
GO:000854417SkinAKepidermis development79/1910324/187231.04e-133.25e-1179
GO:000854418SkinSCCISepidermis development40/919324/187237.81e-081.15e-0540
GO:000854425SkincSCCepidermis development131/4864324/187237.38e-092.39e-07131
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0491518BreastPrecancerEstrogen signaling pathway28/684138/84654.10e-065.39e-054.13e-0528
hsa0491519BreastPrecancerEstrogen signaling pathway28/684138/84654.10e-065.39e-054.13e-0528
hsa0491523BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0491533BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0491542BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa05150BreastDCISStaphylococcus aureus infection19/84696/84652.68e-031.67e-021.23e-0219
hsa0491552BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa051501BreastDCISStaphylococcus aureus infection19/84696/84652.68e-031.67e-021.23e-0219
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
hsa0491516LungIACEstrogen signaling pathway28/1053138/84655.64e-032.45e-021.63e-0228
hsa0491517LungIACEstrogen signaling pathway28/1053138/84655.64e-032.45e-021.63e-0228
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
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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
KRT15insertionFrame_Shift_Insnovelc.849_850insAGGAGTCAGGTGTGTGGGTGGTGGTGGTp.Ala284ArgfsTer28p.A284Rfs*28P19012protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
KRT15SNVMissense_Mutationnovelc.361N>Ap.Asp121Asnp.D121NP19012protein_codingdeleterious(0.02)possibly_damaging(0.58)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KRT15SNVMissense_Mutationc.829N>Cp.Glu277Glnp.E277QP19012protein_codingdeleterious(0)probably_damaging(0.965)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
KRT15SNVMissense_Mutationc.631N>Tp.Gly211Cysp.G211CP19012protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
KRT15SNVMissense_Mutationc.641G>Ap.Arg214Glnp.R214QP19012protein_codingdeleterious(0)possibly_damaging(0.54)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KRT15SNVMissense_Mutationnovelc.695N>Ap.Gly232Aspp.G232DP19012protein_codingtolerated(0.06)benign(0.048)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KRT15SNVMissense_Mutationrs771994753c.1136N>Ap.Arg379Glnp.R379QP19012protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
KRT15SNVMissense_Mutationnovelc.119N>Ap.Gly40Glup.G40EP19012protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
KRT15SNVMissense_Mutationnovelc.656T>Cp.Leu219Prop.L219PP19012protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
KRT15SNVMissense_Mutationrs764246868c.454N>Ap.Asp152Asnp.D152NP19012protein_codingdeleterious(0.01)possibly_damaging(0.801)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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