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: RTTN

Gene summary for RTTN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTTN

Gene ID

25914

Gene namerotatin
Gene AliasMSSP
Cytomap18q22.2
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q86VV8


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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
25914RTTNCCI_1HumanCervixCC3.40e-109.29e-010.528
25914RTTNCCI_2HumanCervixCC9.81e-033.75e-010.5249
25914RTTNCCI_3HumanCervixCC1.42e-097.58e-010.516
25914RTTNLZE7THumanEsophagusESCC3.90e-021.70e-010.0667
25914RTTNLZE24THumanEsophagusESCC4.15e-028.52e-020.0596
25914RTTNP2T-EHumanEsophagusESCC1.71e-031.62e-010.1177
25914RTTNP8T-EHumanEsophagusESCC1.85e-079.51e-020.0889
25914RTTNP10T-EHumanEsophagusESCC1.75e-027.38e-020.116
25914RTTNP11T-EHumanEsophagusESCC1.20e-093.43e-010.1426
25914RTTNP12T-EHumanEsophagusESCC2.96e-031.11e-010.1122
25914RTTNP17T-EHumanEsophagusESCC1.49e-021.51e-010.1278
25914RTTNP19T-EHumanEsophagusESCC4.64e-063.39e-010.1662
25914RTTNP23T-EHumanEsophagusESCC3.36e-031.05e-010.108
25914RTTNP27T-EHumanEsophagusESCC7.08e-036.72e-020.1055
25914RTTNP32T-EHumanEsophagusESCC6.02e-154.95e-010.1666
25914RTTNP36T-EHumanEsophagusESCC2.11e-031.52e-010.1187
25914RTTNP37T-EHumanEsophagusESCC3.60e-306.03e-010.1371
25914RTTNP39T-EHumanEsophagusESCC3.34e-071.21e-010.0894
25914RTTNP52T-EHumanEsophagusESCC1.62e-031.01e-010.1555
25914RTTNP54T-EHumanEsophagusESCC4.58e-051.44e-010.0975
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:0010457EsophagusESCCcentriole-centriole cohesion12/855214/187232.51e-031.08e-0212
GO:00070981Oral cavityOSCCcentrosome cycle66/7305130/187234.17e-031.70e-0266
GO:00310232Oral cavityOSCCmicrotubule organizing center organization70/7305143/187239.71e-033.44e-0270
GO:00310234SkincSCCmicrotubule organizing center organization58/4864143/187239.47e-058.83e-0458
GO:00070983SkincSCCcentrosome cycle53/4864130/187231.59e-041.39e-0353
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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
RTTNSNVMissense_Mutationc.5054N>Cp.Leu1685Prop.L1685Pprotein_codingdeleterious(0)probably_damaging(0.976)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
RTTNSNVMissense_Mutationnovelc.1515N>Cp.Leu505Phep.L505Fprotein_codingdeleterious(0)probably_damaging(0.982)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTTNSNVMissense_Mutationc.5611N>Tp.Ala1871Serp.A1871Sprotein_codingdeleterious(0.01)possibly_damaging(0.684)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RTTNSNVMissense_Mutationc.6367A>Tp.Ile2123Phep.I2123Fprotein_codingdeleterious(0)probably_damaging(0.974)TCGA-D8-A1JH-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapynolvadexSD
RTTNSNVMissense_Mutationc.1873C>Ap.His625Asnp.H625Nprotein_codingdeleterious(0)probably_damaging(0.942)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RTTNSNVMissense_Mutationc.4105N>Tp.Ala1369Serp.A1369Sprotein_codingtolerated(0.09)possibly_damaging(0.542)TCGA-E9-A1R2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
RTTNSNVMissense_Mutationc.4104N>Tp.Leu1368Phep.L1368Fprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A1R2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
RTTNSNVMissense_Mutationc.6239N>Gp.Lys2080Argp.K2080Rprotein_codingtolerated(0.16)benign(0.085)TCGA-E9-A247-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RTTNinsertionIn_Frame_Insnovelc.3160_3161insCAGGAAAGACTCTCAAACTGTGGGTCAGTGp.Lys1054delinsThrGlyLysThrLeuLysLeuTrpValSerGlup.K1054delinsTGKTLKLWVSEprotein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTTNdeletionFrame_Shift_Delnovelc.4029delNp.Leu1344TrpfsTer28p.L1344Wfs*28protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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