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: RTP4

Gene summary for RTP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTP4

Gene ID

64108

Gene namereceptor transporter protein 4
Gene AliasIFRG28
Cytomap3q27.3
Gene Typeprotein-coding
GO ID

GO:0001580

UniProtAcc

Q96DX8


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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
64108RTP4LZE8THumanEsophagusESCC1.29e-062.05e-010.067
64108RTP4LZE20THumanEsophagusESCC8.77e-113.43e-010.0662
64108RTP4LZE24THumanEsophagusESCC2.58e-227.28e-010.0596
64108RTP4P1T-EHumanEsophagusESCC9.66e-042.68e-010.0875
64108RTP4P2T-EHumanEsophagusESCC1.19e-601.17e+000.1177
64108RTP4P4T-EHumanEsophagusESCC3.96e-025.97e-020.1323
64108RTP4P5T-EHumanEsophagusESCC2.15e-071.35e-010.1327
64108RTP4P8T-EHumanEsophagusESCC2.62e-326.33e-010.0889
64108RTP4P9T-EHumanEsophagusESCC6.20e-287.06e-010.1131
64108RTP4P11T-EHumanEsophagusESCC2.24e-116.13e-010.1426
64108RTP4P15T-EHumanEsophagusESCC2.06e-174.25e-010.1149
64108RTP4P17T-EHumanEsophagusESCC3.96e-032.10e-010.1278
64108RTP4P20T-EHumanEsophagusESCC1.86e-135.05e-010.1124
64108RTP4P21T-EHumanEsophagusESCC4.27e-032.47e-010.1617
64108RTP4P22T-EHumanEsophagusESCC1.10e-081.86e-010.1236
64108RTP4P23T-EHumanEsophagusESCC7.57e-328.11e-010.108
64108RTP4P24T-EHumanEsophagusESCC4.58e-297.21e-010.1287
64108RTP4P26T-EHumanEsophagusESCC8.21e-032.18e-010.1276
64108RTP4P27T-EHumanEsophagusESCC7.02e-195.21e-010.1055
64108RTP4P28T-EHumanEsophagusESCC1.71e-154.77e-010.1149
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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
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
∗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:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:005120515EsophagusESCCprotein insertion into membrane46/855257/187235.90e-081.04e-0646
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:000660520Oral cavityOSCCprotein targeting204/7305314/187236.78e-211.13e-18204
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:00512056Oral cavityOSCCprotein insertion into membrane40/730557/187231.81e-062.34e-0540
GO:00066123Oral cavityOSCCprotein targeting to membrane75/7305131/187231.72e-051.69e-0475
GO:0006605110Oral cavityLPprotein targeting156/4623314/187235.43e-221.62e-19156
GO:009015019Oral cavityLPestablishment of protein localization to membrane128/4623260/187237.19e-181.19e-15128
GO:000961516Oral cavityLPresponse to virus143/4623367/187237.42e-103.52e-08143
GO:005120514Oral cavityLPprotein insertion into membrane35/462357/187234.38e-091.86e-0735
GO:000661211Oral cavityLPprotein targeting to membrane60/4623131/187231.10e-073.59e-0660
GO:005160711Oral cavityLPdefense response to virus97/4623265/187239.31e-061.74e-0497
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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
RTP4SNVMissense_Mutationc.24N>Tp.Trp8Cysp.W8CQ96DX8protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTP4insertionNonsense_Mutationnovelc.543_544insCATAGTACTCTTTAGGGTCGACATGATp.Leu181_Lys182insHisSerThrLeuTerGlyArgHisAspp.L181_K182insHSTL*GRHDQ96DX8protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
RTP4SNVMissense_Mutationrs745497502c.304G>Ap.Glu102Lysp.E102KQ96DX8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RTP4SNVMissense_Mutationrs756068946c.160N>Tp.Arg54Trpp.R54WQ96DX8protein_codingtolerated(0.13)benign(0.017)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
RTP4SNVMissense_Mutationnovelc.318N>Ap.Phe106Leup.F106LQ96DX8protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RTP4SNVMissense_Mutationrs776702663c.323N>Tp.Ser108Leup.S108LQ96DX8protein_codingtolerated(0.28)benign(0.053)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RTP4deletionFrame_Shift_Delc.498delNp.Ser168AlafsTer3p.S168Afs*3Q96DX8protein_codingTCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RTP4SNVMissense_Mutationrs770515149c.229C>Tp.His77Tyrp.H77YQ96DX8protein_codingdeleterious(0.04)possibly_damaging(0.805)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
RTP4SNVMissense_Mutationrs776702663c.323N>Tp.Ser108Leup.S108LQ96DX8protein_codingtolerated(0.28)benign(0.053)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RTP4SNVMissense_Mutationnovelc.141N>Tp.Gln47Hisp.Q47HQ96DX8protein_codingdeleterious(0.03)possibly_damaging(0.496)TCGA-AP-A1DV-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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