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: RNASE1

Gene summary for RNASE1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNASE1

Gene ID

6035

Gene nameribonuclease A family member 1, pancreatic
Gene AliasRAC1
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P07998


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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
6035RNASE1HTA11_3410_2000001011HumanColorectumAD6.37e-062.91e-010.0155
6035RNASE1HTA11_2487_2000001011HumanColorectumSER1.78e-147.42e-01-0.1808
6035RNASE1HTA11_1938_2000001011HumanColorectumAD3.91e-055.25e-01-0.0811
6035RNASE1HTA11_78_2000001011HumanColorectumAD1.81e-147.04e-01-0.1088
6035RNASE1HTA11_347_2000001011HumanColorectumAD6.49e-217.03e-01-0.1954
6035RNASE1HTA11_411_2000001011HumanColorectumSER4.62e-171.67e+00-0.2602
6035RNASE1HTA11_2112_2000001011HumanColorectumSER2.84e-036.13e-01-0.2196
6035RNASE1HTA11_3361_2000001011HumanColorectumAD4.48e-117.63e-01-0.1207
6035RNASE1HTA11_696_2000001011HumanColorectumAD1.52e-175.40e-01-0.1464
6035RNASE1HTA11_866_2000001011HumanColorectumAD9.74e-104.68e-01-0.1001
6035RNASE1HTA11_1391_2000001011HumanColorectumAD1.52e-022.86e-01-0.059
6035RNASE1HTA11_2992_2000001011HumanColorectumSER1.77e-131.19e+00-0.1706
6035RNASE1HTA11_546_2000001011HumanColorectumAD2.58e-024.72e-01-0.0842
6035RNASE1HTA11_99999971662_82457HumanColorectumMSS3.78e-247.06e-010.3859
6035RNASE1HTA11_99999974143_84620HumanColorectumMSS3.58e-327.61e-010.3005
6035RNASE1LZE5THumanEsophagusESCC2.78e-091.56e+000.0514
6035RNASE1LZE24D1HumanEsophagusHGIN3.84e-049.43e-010.054
6035RNASE1P15T-EHumanEsophagusESCC3.07e-08-3.42e-020.1149
6035RNASE1P26T-EHumanEsophagusESCC2.81e-03-5.84e-020.1276
6035RNASE1P28T-EHumanEsophagusESCC1.14e-762.53e+000.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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
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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
RNASE1SNVMissense_Mutationc.464C>Gp.Ser155Cysp.S155CP07998protein_codingdeleterious_low_confidence(0)benign(0.299)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
RNASE1SNVMissense_Mutationnovelc.152N>Tp.Ser51Phep.S51FP07998protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNASE1SNVMissense_Mutationnovelc.199C>Tp.Arg67Trpp.R67WP07998protein_codingtolerated(0.32)benign(0)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RNASE1SNVMissense_Mutationc.41N>Cp.Val14Alap.V14AP07998protein_codingtolerated(0.42)probably_damaging(0.93)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNASE1SNVMissense_Mutationc.286N>Tp.Gly96Trpp.G96WP07998protein_codingdeleterious(0.01)benign(0.127)TCGA-B5-A11J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNASE1insertionIn_Frame_Insnovelc.94_95insAGCTGATGTTTGCCTp.Arg32delinsGlnLeuMetPheAlaTrpp.R32delinsQLMFAWP07998protein_codingTCGA-B5-A11F-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RNASE1insertionFrame_Shift_Insnovelc.376_377insAGGGAAGGCTGGACCCAGCCCAGCACCAGCAGTATCAp.Arg126GlnfsTer26p.R126Qfs*26P07998protein_codingTCGA-B5-A11I-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelPD
RNASE1SNVMissense_Mutationc.160N>Cp.Cys54Argp.C54RP07998protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-ED-A66Y-01Liverliver hepatocellular carcinomaFemale<65III/IVUnknownUnknownSD
RNASE1SNVMissense_Mutationnovelc.440N>Gp.His147Argp.H147RP07998protein_codingdeleterious(0.01)probably_damaging(0.949)TCGA-63-7021-01Lunglung squamous cell carcinomaMaleUnknownI/IIUnknownUnknownPD
RNASE1SNVMissense_Mutationrs1804215c.200G>Tp.Arg67Leup.R67LP07998protein_codingtolerated(0.6)benign(0.046)TCGA-CR-7385-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapyunknownSD
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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
6035RNASE1DRUGGABLE GENOMECYTIDINE 3'-PHOSPHATECHEMBL25872818226913
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