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: RNASEK

Gene summary for RNASEK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNASEK

Gene ID

440400

Gene nameribonuclease K
Gene AliasRNASEK
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6P5S7


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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
440400RNASEKsample1HumanCervixCC1.88e-125.95e-010.0959
440400RNASEKsample3HumanCervixCC1.91e-658.75e-010.1387
440400RNASEKH2HumanCervixHSIL_HPV5.37e-226.75e-010.0632
440400RNASEKL1HumanCervixCC3.93e-125.73e-010.0802
440400RNASEKT1HumanCervixCC1.25e-236.08e-010.0918
440400RNASEKT2HumanCervixCC1.42e-116.24e-010.0709
440400RNASEKT3HumanCervixCC1.30e-488.55e-010.1389
440400RNASEKHTA11_3410_2000001011HumanColorectumAD1.22e-132.85e-010.0155
440400RNASEKHTA11_2487_2000001011HumanColorectumSER5.89e-298.03e-01-0.1808
440400RNASEKHTA11_2951_2000001011HumanColorectumAD1.84e-104.63e-010.0216
440400RNASEKHTA11_1938_2000001011HumanColorectumAD7.67e-288.22e-01-0.0811
440400RNASEKHTA11_78_2000001011HumanColorectumAD2.65e-102.81e-01-0.1088
440400RNASEKHTA11_347_2000001011HumanColorectumAD1.13e-406.81e-01-0.1954
440400RNASEKHTA11_411_2000001011HumanColorectumSER1.51e-161.25e+00-0.2602
440400RNASEKHTA11_2112_2000001011HumanColorectumSER5.26e-106.56e-01-0.2196
440400RNASEKHTA11_3361_2000001011HumanColorectumAD3.79e-245.95e-01-0.1207
440400RNASEKHTA11_83_2000001011HumanColorectumSER7.80e-113.69e-01-0.1526
440400RNASEKHTA11_696_2000001011HumanColorectumAD5.74e-376.16e-01-0.1464
440400RNASEKHTA11_866_2000001011HumanColorectumAD3.84e-224.53e-01-0.1001
440400RNASEKHTA11_1391_2000001011HumanColorectumAD9.06e-398.50e-01-0.059
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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
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:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:0090501LiverCirrhoticRNA phosphodiester bond hydrolysis54/4634152/187231.89e-031.19e-0254
GO:00905011LiverHCCRNA phosphodiester bond hydrolysis101/7958152/187231.99e-095.63e-08101
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:0090502LiverHCCRNA phosphodiester bond hydrolysis, endonucleolytic52/795882/187231.06e-049.08e-0452
GO:00905012Oral cavityOSCCRNA phosphodiester bond hydrolysis95/7305152/187233.65e-098.22e-0895
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00905022Oral cavityOSCCRNA phosphodiester bond hydrolysis, endonucleolytic44/730582/187234.95e-031.94e-0244
GO:00905014SkincSCCRNA phosphodiester bond hydrolysis71/4864152/187232.72e-087.41e-0771
GO:00903054SkincSCCnucleic acid phosphodiester bond hydrolysis97/4864261/187234.08e-054.34e-0497
GO:00905024SkincSCCRNA phosphodiester bond hydrolysis, endonucleolytic34/486482/187231.58e-039.75e-0334
GO:00905015ThyroidPTCRNA phosphodiester bond hydrolysis76/5968152/187232.40e-063.17e-0576
GO:00903055ThyroidPTCnucleic acid phosphodiester bond hydrolysis105/5968261/187232.53e-031.31e-02105
GO:009050112ThyroidATCRNA phosphodiester bond hydrolysis76/6293152/187232.07e-051.86e-0476
GO:009030511ThyroidATCnucleic acid phosphodiester bond hydrolysis107/6293261/187237.21e-032.84e-02107
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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
RNASEKSNVMissense_Mutationnovelc.214N>Cp.Phe72Leup.F72LQ6P5S7protein_codingtolerated(0.16)benign(0.298)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RNASEKSNVMissense_Mutationrs772160846c.81N>Ap.Ser27Argp.S27RQ6P5S7protein_codingtolerated_low_confidence(0.16)benign(0)TCGA-D1-A0ZQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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