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: RNASEH1

Gene summary for RNASEH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNASEH1

Gene ID

246243

Gene nameribonuclease H1
Gene AliasH1RNA
Cytomap2p25.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B3KUD4


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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
246243RNASEH1P84T-EHumanEsophagusESCC3.37e-093.15e-010.0933
246243RNASEH1P89T-EHumanEsophagusESCC1.77e-261.17e+000.1752
246243RNASEH1P91T-EHumanEsophagusESCC1.69e-271.60e+000.1828
246243RNASEH1P104T-EHumanEsophagusESCC9.44e-054.52e-010.0931
246243RNASEH1P107T-EHumanEsophagusESCC1.24e-551.13e+000.171
246243RNASEH1P126T-EHumanEsophagusESCC2.15e-177.12e-010.1125
246243RNASEH1P127T-EHumanEsophagusESCC2.58e-304.74e-010.0826
246243RNASEH1P128T-EHumanEsophagusESCC2.99e-521.10e+000.1241
246243RNASEH1P130T-EHumanEsophagusESCC1.26e-761.27e+000.1676
246243RNASEH1HCC1_MengHumanLiverHCC4.51e-682.01e-010.0246
246243RNASEH1HCC2_MengHumanLiverHCC3.26e-043.37e-020.0107
246243RNASEH1HCC2HumanLiverHCC6.62e-092.50e+000.5341
246243RNASEH1Pt13.bHumanLiverHCC1.16e-051.44e-010.0251
246243RNASEH1Pt14.aHumanLiverHCC3.48e-032.46e-010.0169
246243RNASEH1S014HumanLiverHCC1.44e-165.66e-010.2254
246243RNASEH1S015HumanLiverHCC3.33e-168.05e-010.2375
246243RNASEH1S016HumanLiverHCC9.41e-165.83e-010.2243
246243RNASEH1S027HumanLiverHCC2.24e-109.39e-010.2446
246243RNASEH1S028HumanLiverHCC1.01e-259.67e-010.2503
246243RNASEH1S029HumanLiverHCC2.73e-249.72e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000640120EsophagusHGINRNA catabolic process77/2587278/187237.63e-106.36e-0877
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:004427018EsophagusHGINcellular nitrogen compound catabolic process103/2587451/187231.10e-075.56e-06103
GO:001943917EsophagusHGINaromatic compound catabolic process105/2587467/187231.89e-079.31e-06105
GO:190136117EsophagusHGINorganic cyclic compound catabolic process106/2587495/187231.94e-067.13e-05106
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
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:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:000640121LiverHCCRNA catabolic process201/7958278/187233.88e-241.02e-21201
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa030302Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
hsa030303Oral cavityLPDNA replication23/241836/84651.08e-057.79e-055.02e-0523
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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
RNASEH1SNVMissense_Mutationc.67C>Gp.Arg23Glyp.R23GO60930protein_codingtolerated_low_confidence(0.49)benign(0)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNASEH1SNVMissense_Mutationrs750326241c.293N>Ap.Arg98Glnp.R98QO60930protein_codingtolerated(0.12)possibly_damaging(0.907)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RNASEH1SNVMissense_Mutationnovelc.479N>Gp.Ile160Serp.I160SO60930protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNASEH1SNVMissense_Mutationnovelc.632N>Tp.Ser211Ilep.S211IO60930protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RNASEH1SNVMissense_Mutationc.763N>Ap.Asp255Asnp.D255NO60930protein_codingtolerated(0.07)benign(0.246)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNASEH1SNVMissense_Mutationc.253N>Cp.Asn85Hisp.N85HO60930protein_codingtolerated(0.08)benign(0.346)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNASEH1SNVMissense_Mutationc.793N>Gp.Ser265Alap.S265AO60930protein_codingtolerated(0.72)benign(0.003)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
RNASEH1SNVMissense_Mutationrs187577328c.641N>Tp.Thr214Metp.T214MO60930protein_codingdeleterious(0.03)probably_damaging(0.998)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RNASEH1SNVMissense_Mutationnovelc.572G>Ap.Cys191Tyrp.C191YO60930protein_codingdeleterious(0.03)possibly_damaging(0.891)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RNASEH1SNVMissense_Mutationnovelc.760N>Gp.Met254Valp.M254VO60930protein_codingtolerated(0.12)benign(0.028)TCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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