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: RTCA

Gene summary for RTCA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTCA

Gene ID

8634

Gene nameRNA 3'-terminal phosphate cyclase
Gene AliasRPC
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O00442


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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
8634RTCALZE4THumanEsophagusESCC1.43e-132.56e-010.0811
8634RTCALZE7THumanEsophagusESCC4.05e-054.18e-010.0667
8634RTCALZE8THumanEsophagusESCC1.47e-051.01e-010.067
8634RTCALZE20THumanEsophagusESCC6.81e-031.83e-010.0662
8634RTCALZE22THumanEsophagusESCC4.32e-052.47e-010.068
8634RTCALZE24THumanEsophagusESCC1.88e-123.15e-010.0596
8634RTCALZE6THumanEsophagusESCC2.98e-031.93e-010.0845
8634RTCAP1T-EHumanEsophagusESCC4.48e-049.61e-020.0875
8634RTCAP2T-EHumanEsophagusESCC1.80e-224.00e-010.1177
8634RTCAP4T-EHumanEsophagusESCC9.05e-223.77e-010.1323
8634RTCAP5T-EHumanEsophagusESCC8.09e-296.26e-010.1327
8634RTCAP8T-EHumanEsophagusESCC3.16e-193.53e-010.0889
8634RTCAP9T-EHumanEsophagusESCC2.18e-082.26e-010.1131
8634RTCAP10T-EHumanEsophagusESCC6.37e-284.97e-010.116
8634RTCAP11T-EHumanEsophagusESCC1.83e-143.27e-010.1426
8634RTCAP12T-EHumanEsophagusESCC2.14e-337.07e-010.1122
8634RTCAP15T-EHumanEsophagusESCC1.42e-191.85e-010.1149
8634RTCAP16T-EHumanEsophagusESCC1.58e-212.33e-010.1153
8634RTCAP17T-EHumanEsophagusESCC9.24e-155.69e-010.1278
8634RTCAP19T-EHumanEsophagusESCC4.66e-094.57e-010.1662
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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:00064876EsophagusHGINprotein N-linked glycosylation17/258765/187236.04e-034.87e-0217
GO:000648714EsophagusESCCprotein N-linked glycosylation51/855265/187236.41e-081.13e-0651
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00064865EsophagusESCCprotein glycosylation135/8552226/187231.36e-051.24e-04135
GO:00434135EsophagusESCCmacromolecule glycosylation135/8552226/187231.36e-051.24e-04135
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:00064873LiverCirrhoticprotein N-linked glycosylation30/463465/187231.40e-041.36e-0330
GO:000648711LiverHCCprotein N-linked glycosylation48/795865/187232.85e-075.00e-0648
GO:00064862LiverHCCprotein glycosylation122/7958226/187233.11e-042.21e-03122
GO:00434132LiverHCCmacromolecule glycosylation122/7958226/187233.11e-042.21e-03122
GO:00700852LiverHCCglycosylation128/7958240/187234.35e-042.92e-03128
GO:0009100LiverHCCglycoprotein metabolic process193/7958387/187231.89e-039.62e-03193
GO:00064863LungAISprotein glycosylation35/1849226/187234.93e-034.27e-0235
GO:00434133LungAISmacromolecule glycosylation35/1849226/187234.93e-034.27e-0235
GO:00064875Oral cavityOSCCprotein N-linked glycosylation44/730565/187232.63e-063.26e-0544
GO:00091001Oral cavityOSCCglycoprotein metabolic process185/7305387/187232.37e-041.54e-03185
GO:00091011Oral cavityOSCCglycoprotein biosynthetic process151/7305317/187231.01e-035.26e-03151
GO:00064864Oral cavityOSCCprotein glycosylation111/7305226/187231.22e-036.10e-03111
GO:00434134Oral cavityOSCCmacromolecule glycosylation111/7305226/187231.22e-036.10e-03111
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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
RTCASNVMissense_Mutationnovelc.734T>Gp.Val245Glyp.V245GO00442protein_codingdeleterious(0.01)possibly_damaging(0.802)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RTCASNVMissense_Mutationc.1056G>Tp.Lys352Asnp.K352NO00442protein_codingtolerated(0.3)benign(0.005)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RTCASNVMissense_Mutationc.635N>Tp.Ala212Valp.A212VO00442protein_codingdeleterious(0.02)benign(0.035)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RTCASNVMissense_Mutationc.419C>Tp.Ala140Valp.A140VO00442protein_codingtolerated(0.11)possibly_damaging(0.54)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RTCASNVMissense_Mutationrs375108570c.1001N>Tp.Thr334Metp.T334MO00442protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
RTCASNVMissense_Mutationc.595C>Ap.Arg199Serp.R199SO00442protein_codingtolerated(0.07)possibly_damaging(0.615)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
RTCASNVMissense_Mutationc.397N>Ap.His133Asnp.H133NO00442protein_codingtolerated(0.37)benign(0.003)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
RTCASNVMissense_Mutationc.1056G>Tp.Lys352Asnp.K352NO00442protein_codingtolerated(0.3)benign(0.005)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RTCAdeletionFrame_Shift_Delc.533delGp.Gly178ValfsTer4p.G178Vfs*4O00442protein_codingTCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
RTCASNVMissense_Mutationrs755247218c.361C>Tp.Pro121Serp.P121SO00442protein_codingdeleterious(0)probably_damaging(0.999)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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