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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: RAI1

Gene summary for RAI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAI1

Gene ID

10743

Gene nameretinoic acid induced 1
Gene AliasSMCR
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q7Z5J4


Top

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
10743RAI1CCI_1HumanCervixCC2.94e-057.50e-010.528
10743RAI1CCI_2HumanCervixCC7.34e-101.05e+000.5249
10743RAI1CCI_3HumanCervixCC2.17e-066.29e-010.516
10743RAI1LZE2THumanEsophagusESCC4.78e-024.22e-010.082
10743RAI1LZE24THumanEsophagusESCC8.64e-071.39e-010.0596
10743RAI1LZE21THumanEsophagusESCC4.41e-061.82e-010.0655
10743RAI1P1T-EHumanEsophagusESCC2.65e-051.20e-010.0875
10743RAI1P2T-EHumanEsophagusESCC2.31e-109.17e-020.1177
10743RAI1P4T-EHumanEsophagusESCC1.37e-081.52e-010.1323
10743RAI1P8T-EHumanEsophagusESCC3.79e-152.35e-010.0889
10743RAI1P9T-EHumanEsophagusESCC1.38e-061.07e-010.1131
10743RAI1P10T-EHumanEsophagusESCC7.10e-181.96e-010.116
10743RAI1P11T-EHumanEsophagusESCC7.23e-076.77e-020.1426
10743RAI1P12T-EHumanEsophagusESCC4.15e-097.09e-020.1122
10743RAI1P15T-EHumanEsophagusESCC2.43e-111.34e-010.1149
10743RAI1P16T-EHumanEsophagusESCC1.00e-053.18e-020.1153
10743RAI1P17T-EHumanEsophagusESCC3.83e-055.04e-020.1278
10743RAI1P20T-EHumanEsophagusESCC1.10e-126.84e-020.1124
10743RAI1P21T-EHumanEsophagusESCC1.86e-101.12e-010.1617
10743RAI1P22T-EHumanEsophagusESCC1.63e-151.09e-010.1236
Page: 1 2 3 

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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:00486386CervixCCregulation of developmental growth61/2311330/187237.69e-046.85e-0361
GO:00329226CervixCCcircadian regulation of gene expression18/231168/187231.18e-039.56e-0318
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0061180ColorectumADmammary gland epithelium development28/391867/187238.74e-051.35e-0328
GO:00487321ColorectumSERgland development112/2897436/187231.75e-081.28e-06112
GO:00611801ColorectumSERmammary gland epithelium development22/289767/187233.11e-045.03e-0322
GO:00308791ColorectumSERmammary gland development37/2897137/187233.61e-045.61e-0337
GO:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00308792ColorectumMSSmammary gland development51/3467137/187231.88e-078.26e-0651
GO:00611802ColorectumMSSmammary gland epithelium development28/346767/187238.47e-062.11e-0428
GO:0051349ColorectumMSSpositive regulation of lyase activity10/346723/187235.06e-033.47e-0210
GO:00487323ColorectumMSI-Hgland development53/1319436/187237.08e-052.35e-0353
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:003292215EsophagusESCCcircadian regulation of gene expression48/855268/187232.76e-052.30e-0448
GO:003087914EsophagusESCCmammary gland development85/8552137/187238.11e-056.01e-0485
GO:00352647EsophagusESCCmulticellular organism growth80/8552132/187233.84e-042.22e-0380
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
RAI1SNVMissense_Mutationc.2854G>Tp.Gly952Cysp.G952CQ7Z5J4protein_codingdeleterious(0.02)possibly_damaging(0.594)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAI1SNVMissense_Mutationnovelc.2855G>Cp.Gly952Alap.G952AQ7Z5J4protein_codingtolerated(0.22)benign(0.049)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RAI1SNVMissense_Mutationc.4124N>Tp.Pro1375Leup.P1375LQ7Z5J4protein_codingtolerated(0.2)benign(0)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAI1SNVMissense_Mutationnovelc.2167N>Gp.Thr723Alap.T723AQ7Z5J4protein_codingtolerated(1)benign(0)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
RAI1SNVMissense_Mutationnovelc.4181C>Ap.Ser1394Tyrp.S1394YQ7Z5J4protein_codingtolerated(0.06)benign(0.087)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RAI1SNVMissense_Mutationc.1283N>Tp.Ser428Leup.S428LQ7Z5J4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
RAI1SNVMissense_Mutationnovelc.4335N>Tp.Lys1445Asnp.K1445NQ7Z5J4protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAI1SNVMissense_Mutationnovelc.3206N>Tp.Pro1069Leup.P1069LQ7Z5J4protein_codingtolerated(0.18)possibly_damaging(0.879)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
RAI1SNVMissense_Mutationnovelc.1855N>Tp.Gly619Cysp.G619CQ7Z5J4protein_codingdeleterious(0.02)possibly_damaging(0.466)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RAI1insertionIn_Frame_Insnovelc.4768_4769insCTTp.Ser1590delinsThrCysp.S1590delinsTCQ7Z5J4protein_codingTCGA-AN-A0FF-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 

Top

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
Page: 1