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: RNASET2

Gene summary for RNASET2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNASET2

Gene ID

8635

Gene nameribonuclease T2
Gene AliasRNASE6PL
Cytomap6q27
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

O00584


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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
8635RNASET2GSM4909281HumanBreastIDC2.08e-103.44e-010.21
8635RNASET2GSM4909286HumanBreastIDC3.99e-113.10e-010.1081
8635RNASET2GSM4909293HumanBreastIDC5.69e-101.87e-010.1581
8635RNASET2GSM4909298HumanBreastIDC6.72e-061.55e-010.1551
8635RNASET2GSM4909306HumanBreastIDC6.29e-205.83e-010.1564
8635RNASET2GSM4909308HumanBreastIDC2.76e-062.29e-010.158
8635RNASET2GSM4909311HumanBreastIDC1.25e-07-9.12e-030.1534
8635RNASET2GSM4909317HumanBreastIDC3.28e-113.62e-010.1355
8635RNASET2GSM4909319HumanBreastIDC1.05e-10-1.71e-010.1563
8635RNASET2M1HumanBreastIDC1.80e-022.18e-010.1577
8635RNASET2NCCBC11HumanBreastDCIS3.07e-137.90e-010.1232
8635RNASET2NCCBC14HumanBreastDCIS1.77e-072.77e-010.2021
8635RNASET2NCCBC3HumanBreastDCIS1.12e-074.67e-010.1198
8635RNASET2NCCBC5HumanBreastDCIS1.48e-103.11e-010.2046
8635RNASET2P1HumanBreastIDC4.75e-03-8.48e-020.1527
8635RNASET2DCIS2HumanBreastDCIS4.13e-373.08e-020.0085
8635RNASET2CA_HPV_1HumanCervixCC2.83e-122.91e-010.0264
8635RNASET2CA_HPV_3HumanCervixCC6.80e-031.92e-010.0414
8635RNASET2CCI_1HumanCervixCC1.50e-13-7.21e-010.528
8635RNASET2CCI_2HumanCervixCC1.72e-12-7.21e-010.5249
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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
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
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:000640113BreastIDCRNA catabolic process38/1434278/187233.54e-045.16e-0338
GO:190136112BreastIDCorganic cyclic compound catabolic process56/1434495/187232.12e-031.99e-0256
GO:004670012BreastIDCheterocycle catabolic process51/1434445/187232.51e-032.25e-0251
GO:003465513BreastIDCnucleobase-containing compound catabolic process47/1434407/187233.12e-032.63e-0247
GO:004427012BreastIDCcellular nitrogen compound catabolic process50/1434451/187235.29e-033.93e-0250
GO:001943912BreastIDCaromatic compound catabolic process51/1434467/187236.54e-034.59e-0251
GO:000640123BreastDCISRNA catabolic process38/1390278/187231.91e-043.08e-0338
GO:003465522BreastDCISnucleobase-containing compound catabolic process47/1390407/187231.69e-031.68e-0247
GO:190136122BreastDCISorganic cyclic compound catabolic process55/1390495/187231.75e-031.71e-0255
GO:004670022BreastDCISheterocycle catabolic process50/1390445/187232.19e-032.03e-0250
GO:001943922BreastDCISaromatic compound catabolic process51/1390467/187233.58e-032.92e-0251
GO:004427022BreastDCIScellular nitrogen compound catabolic process49/1390451/187234.68e-033.56e-0249
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00194398CervixCCaromatic compound catabolic process79/2311467/187232.14e-031.54e-0279
GO:19013618CervixCCorganic cyclic compound catabolic process80/2311495/187236.77e-033.72e-0280
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
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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
RNASET2SNVMissense_Mutationc.97G>Ap.Glu33Lysp.E33KO00584protein_codingtolerated(0.19)benign(0.091)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RNASET2SNVMissense_Mutationnovelc.533N>Ap.Val178Glup.V178EO00584protein_codingdeleterious(0)probably_damaging(0.989)TCGA-EW-A6SB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNASET2insertionIn_Frame_Insnovelc.462_463insAGGp.Leu154_Gly155insArgp.L154_G155insRO00584protein_codingTCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNASET2insertionIn_Frame_Insnovelc.460_461insATGGGACCAGTTGCTTCTp.Lys153_Leu154insTyrGlyThrSerCysPhep.K153_L154insYGTSCFO00584protein_codingTCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNASET2SNVMissense_Mutationnovelc.685G>Ap.Ala229Thrp.A229TO00584protein_codingtolerated(0.41)benign(0.003)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNASET2SNVMissense_Mutationc.518N>Tp.Ala173Valp.A173VO00584protein_codingtolerated(1)benign(0.007)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNASET2SNVMissense_Mutationc.550T>Ap.Cys184Serp.C184SO00584protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A02H-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RNASET2SNVMissense_Mutationnovelc.508N>Tp.Asp170Tyrp.D170YO00584protein_codingdeleterious(0)possibly_damaging(0.747)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RNASET2SNVMissense_Mutationnovelc.265C>Ap.Leu89Ilep.L89IO00584protein_codingtolerated(0.14)possibly_damaging(0.858)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RNASET2SNVMissense_Mutationnovelc.401N>Gp.Tyr134Cysp.Y134CO00584protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-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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