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: KRT19

Gene summary for KRT19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KRT19

Gene ID

3880

Gene namekeratin 19
Gene AliasCK19
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P08727


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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
3880KRT19GSM4909277HumanBreastPrecancer4.41e-02-8.20e-010.0177
3880KRT19GSM4909281HumanBreastIDC1.79e-053.03e-010.21
3880KRT19GSM4909282HumanBreastIDC1.14e-16-5.91e-01-0.0288
3880KRT19GSM4909285HumanBreastIDC7.55e-083.40e-010.21
3880KRT19GSM4909286HumanBreastIDC5.82e-978.36e-010.1081
3880KRT19GSM4909288HumanBreastIDC1.24e-05-7.22e-010.0988
3880KRT19GSM4909290HumanBreastIDC6.58e-194.81e-010.2096
3880KRT19GSM4909293HumanBreastIDC5.84e-053.08e-010.1581
3880KRT19GSM4909294HumanBreastIDC1.11e-041.15e-010.2022
3880KRT19GSM4909295HumanBreastIDC2.20e-174.84e-010.0898
3880KRT19GSM4909296HumanBreastIDC6.45e-083.18e-010.1524
3880KRT19GSM4909297HumanBreastIDC1.68e-646.72e-010.1517
3880KRT19GSM4909298HumanBreastIDC6.80e-03-1.05e-010.1551
3880KRT19GSM4909299HumanBreastIDC5.40e-08-4.59e-010.035
3880KRT19GSM4909301HumanBreastIDC9.77e-083.41e-010.1577
3880KRT19GSM4909302HumanBreastIDC3.83e-405.43e-010.1545
3880KRT19GSM4909303HumanBreastIDC2.38e-023.20e-010.0438
3880KRT19GSM4909304HumanBreastIDC2.90e-455.82e-010.1636
3880KRT19GSM4909305HumanBreastIDC1.72e-366.03e-010.0436
3880KRT19GSM4909306HumanBreastIDC5.21e-415.52e-010.1564
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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:00436273BreastPrecancerresponse to estrogen15/108075/187232.06e-054.83e-0415
GO:00018927BreastPrecancerembryonic placenta development14/108082/187232.30e-043.48e-0314
GO:00486087BreastPrecancerreproductive structure development43/1080424/187232.36e-043.56e-0343
GO:00614587BreastPrecancerreproductive system development43/1080427/187232.75e-044.00e-0343
GO:00018907BreastPrecancerplacenta development19/1080144/187236.26e-047.78e-0319
GO:00017017BreastPrecancerin utero embryonic development35/1080367/187232.47e-032.27e-0235
GO:0060706BreastPrecancercell differentiation involved in embryonic placenta development6/108025/187232.49e-032.28e-026
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:004362711BreastIDCresponse to estrogen17/143475/187234.05e-059.25e-0417
GO:000189013BreastIDCplacenta development25/1434144/187239.19e-051.78e-0325
GO:000189213BreastIDCembryonic placenta development16/143482/187234.28e-045.84e-0316
GO:00426923BreastIDCmuscle cell differentiation44/1434384/187234.77e-033.66e-0244
GO:000170113BreastIDCin utero embryonic development42/1434367/187235.85e-034.24e-0242
GO:00511463BreastIDCstriated muscle cell differentiation34/1434283/187236.00e-034.31e-0234
GO:004860821BreastDCISreproductive structure development57/1390424/187239.06e-062.45e-0457
GO:006145822BreastDCISreproductive system development57/1390427/187231.12e-052.92e-0457
GO:000189022BreastDCISplacenta development25/1390144/187235.57e-051.13e-0325
GO:00436272BreastDCISresponse to estrogen16/139075/187231.01e-041.84e-0316
GO:000189221BreastDCISembryonic placenta development16/139082/187233.02e-044.38e-0316
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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
hsa0491552BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
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
hsa04915ColorectumSEREstrogen signaling pathway38/1580138/84656.51e-033.68e-022.67e-0238
hsa049151ColorectumSEREstrogen signaling pathway38/1580138/84656.51e-033.68e-022.67e-0238
hsa049152ColorectumMSSEstrogen signaling pathway48/1875138/84654.23e-043.08e-031.89e-0348
hsa049153ColorectumMSSEstrogen signaling pathway48/1875138/84654.23e-043.08e-031.89e-0348
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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
KRT19SNVMissense_Mutationc.1063N>Ap.Asp355Asnp.D355NP08727protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KRT19SNVMissense_Mutationrs766547777c.1073G>Ap.Arg358Glnp.R358QP08727protein_codingtolerated(0.34)benign(0.103)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KRT19SNVMissense_Mutationnovelc.964N>Cp.Asp322Hisp.D322HP08727protein_codingdeleterious(0)possibly_damaging(0.516)TCGA-GM-A3NW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
KRT19insertionFrame_Shift_Insnovelc.612dupCp.Glu205ArgfsTer15p.E205Rfs*15P08727protein_codingTCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KRT19SNVMissense_Mutationrs146228111c.527N>Ap.Arg176Hisp.R176HP08727protein_codingdeleterious(0.03)possibly_damaging(0.479)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KRT19SNVMissense_Mutationnovelc.617G>Ap.Gly206Aspp.G206DP08727protein_codingtolerated(0.08)benign(0.049)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
KRT19SNVMissense_Mutationc.1122G>Tp.Glu374Aspp.E374DP08727protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
KRT19SNVMissense_Mutationnovelc.655N>Ap.Glu219Lysp.E219KP08727protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
KRT19SNVMissense_Mutationc.178N>Tp.Ala60Serp.A60SP08727protein_codingtolerated(0.33)benign(0)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
KRT19SNVMissense_Mutationc.355N>Ap.Gln119Lysp.Q119KP08727protein_codingtolerated(0.1)possibly_damaging(0.731)TCGA-AF-3911-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5-fuPD
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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
3880KRT19DRUGGABLE GENOMEPD-98059CHEMBL3548215793288
3880KRT19DRUGGABLE GENOMEDEXAMETHASONEDEXAMETHASONE15793288
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