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: RINT1

Gene summary for RINT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RINT1

Gene ID

60561

Gene nameRAD50 interactor 1
Gene AliasILFS3
Cytomap7q22.3
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q6NUQ1


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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
60561RINT1LZE4THumanEsophagusESCC1.68e-041.00e-010.0811
60561RINT1LZE24THumanEsophagusESCC2.69e-122.11e-010.0596
60561RINT1P1T-EHumanEsophagusESCC3.46e-051.81e-010.0875
60561RINT1P2T-EHumanEsophagusESCC1.29e-051.13e-010.1177
60561RINT1P4T-EHumanEsophagusESCC3.11e-183.57e-010.1323
60561RINT1P5T-EHumanEsophagusESCC1.87e-051.18e-010.1327
60561RINT1P8T-EHumanEsophagusESCC1.96e-058.96e-020.0889
60561RINT1P9T-EHumanEsophagusESCC1.62e-056.68e-020.1131
60561RINT1P10T-EHumanEsophagusESCC1.62e-131.99e-010.116
60561RINT1P11T-EHumanEsophagusESCC2.00e-073.61e-010.1426
60561RINT1P12T-EHumanEsophagusESCC1.23e-203.20e-010.1122
60561RINT1P15T-EHumanEsophagusESCC6.59e-124.02e-010.1149
60561RINT1P16T-EHumanEsophagusESCC6.56e-152.69e-010.1153
60561RINT1P17T-EHumanEsophagusESCC2.50e-023.74e-010.1278
60561RINT1P20T-EHumanEsophagusESCC5.48e-285.72e-010.1124
60561RINT1P21T-EHumanEsophagusESCC8.62e-152.54e-010.1617
60561RINT1P22T-EHumanEsophagusESCC9.02e-111.77e-010.1236
60561RINT1P23T-EHumanEsophagusESCC3.43e-216.16e-010.108
60561RINT1P24T-EHumanEsophagusESCC2.02e-061.44e-010.1287
60561RINT1P26T-EHumanEsophagusESCC5.79e-162.29e-010.1276
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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
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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:190199113EsophagusESCCnegative regulation of mitotic cell cycle phase transition112/8552179/187233.69e-064.03e-05112
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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
RINT1SNVMissense_Mutationc.666N>Tp.Lys222Asnp.K222NQ6NUQ1protein_codingtolerated(0.13)possibly_damaging(0.879)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RINT1SNVMissense_Mutationnovelc.305G>Tp.Arg102Ilep.R102IQ6NUQ1protein_codingdeleterious(0)probably_damaging(0.929)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RINT1SNVMissense_Mutationnovelc.470N>Tp.Arg157Leup.R157LQ6NUQ1protein_codingdeleterious(0)possibly_damaging(0.493)TCGA-E2-A3DX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RINT1SNVMissense_Mutationc.2060N>Gp.Tyr687Cysp.Y687CQ6NUQ1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-E9-A22B-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RINT1insertionNonsense_Mutationnovelc.777_778insTATGACACAAAACAGGTCTGTCAGGAGGAGTAGGAAGGGAAAGp.Ala260TyrfsTer11p.A260Yfs*11Q6NUQ1protein_codingTCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
RINT1SNVMissense_Mutationc.1477N>Cp.Tyr493Hisp.Y493HQ6NUQ1protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RINT1SNVMissense_Mutationc.1259N>Ap.Gly420Aspp.G420DQ6NUQ1protein_codingtolerated(0.59)benign(0.035)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RINT1SNVMissense_Mutationrs866948739c.311G>Ap.Arg104Glnp.R104QQ6NUQ1protein_codingtolerated(1)benign(0)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RINT1SNVMissense_Mutationnovelc.1540G>Tp.Asp514Tyrp.D514YQ6NUQ1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RINT1SNVMissense_Mutationc.393T>Gp.Ile131Metp.I131MQ6NUQ1protein_codingdeleterious(0.01)possibly_damaging(0.776)TCGA-F5-6812-01Colorectumrectum adenocarcinomaMale>=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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