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: RELN

Gene summary for RELN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RELN

Gene ID

5649

Gene namereelin
Gene AliasETL7
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P78509


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
5649RELNHCC1_MengHumanLiverHCC2.70e-532.22e-010.0246
5649RELNHCC1HumanLiverHCC1.36e-115.11e+000.5336
5649RELNPt13.bHumanLiverHCC3.25e-055.52e-020.0251
5649RELNPt14.aHumanLiverHCC5.17e-146.16e-010.0169
5649RELNS014HumanLiverHCC3.24e-081.29e+000.2254
5649RELNS015HumanLiverHCC4.78e-038.59e-010.2375
5649RELNS027HumanLiverHCC5.62e-161.46e+000.2446
5649RELNS028HumanLiverHCC5.51e-441.80e+000.2503
5649RELNS029HumanLiverHCC6.33e-311.53e+000.2581
Page: 1 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:001076922LiverHCCregulation of cell morphogenesis involved in differentiation65/795896/187235.17e-078.37e-0665
GO:00315031LiverHCCprotein-containing complex localization129/7958220/187239.38e-071.42e-05129
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:00319291LiverHCCTOR signaling78/7958126/187238.49e-069.97e-0578
GO:001077022LiverHCCpositive regulation of cell morphogenesis involved in differentiation53/795879/187238.69e-061.02e-0453
GO:0032006LiverHCCregulation of TOR signaling63/7958104/187231.50e-041.20e-0363
GO:2001224LiverHCCpositive regulation of neuron migration14/795816/187232.73e-041.98e-0314
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:0032008LiverHCCpositive regulation of TOR signaling31/795847/187239.90e-045.71e-0331
GO:004586021LiverHCCpositive regulation of protein kinase activity194/7958386/187231.16e-036.54e-03194
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:003367411LiverHCCpositive regulation of kinase activity230/7958467/187231.72e-038.95e-03230
GO:0010976LiverHCCpositive regulation of neuron projection development88/7958163/187231.98e-031.00e-0288
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:0060999LiverHCCpositive regulation of dendritic spine development27/795842/187233.60e-031.60e-0227
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:00510913LiverHCCpositive regulation of DNA-binding transcription factor activity131/7958260/187235.98e-032.45e-02131
GO:006099611LiverHCCdendritic spine development54/795899/187231.03e-023.86e-0254
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa051653LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
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
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNCRCADJ
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNCRCMSI-H
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNEndometriumADJ
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNEndometriumAEH
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNEsophagusESCC
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNHNSCCOSCC
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNLiverHealthy
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNLungAIS
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNLungIAC
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNLungMIAC
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNLungPrecancer
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNSkinADJ
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNSkincSCC
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNTHCAADJ
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNTHCACancer
RELNITGA3_ITGB1RELN_ITGA3_ITGB1RELNTHCAPTC
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
RELNSNVMissense_Mutationnovelc.7054N>Ap.Asp2352Asnp.D2352NP78509protein_codingtolerated(0.38)benign(0.25)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
RELNSNVMissense_Mutationc.10331N>Ap.Gly3444Glup.G3444EP78509protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.996)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RELNSNVMissense_Mutationc.4154N>Tp.Arg1385Ilep.R1385IP78509protein_codingtolerated(0.09)probably_damaging(0.958)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
RELNSNVMissense_Mutationc.3806T>Gp.Phe1269Cysp.F1269CP78509protein_codingdeleterious(0.01)possibly_damaging(0.594)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
RELNSNVMissense_Mutationc.6523N>Ap.Gly2175Serp.G2175SP78509protein_codingtolerated(0.4)possibly_damaging(0.845)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
RELNSNVMissense_Mutationc.3523G>Cp.Asp1175Hisp.D1175HP78509protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RELNSNVMissense_Mutationnovelc.4666N>Ap.Glu1556Lysp.E1556KP78509protein_codingtolerated(0.06)probably_damaging(0.95)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RELNSNVMissense_Mutationnovelc.1571C>Ap.Ser524Tyrp.S524YP78509protein_codingdeleterious(0.04)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RELNSNVMissense_Mutationc.8521N>Gp.Ser2841Alap.S2841AP78509protein_codingtolerated(0.18)benign(0.082)TCGA-AN-A0AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RELNSNVMissense_Mutationc.4184N>Gp.Gln1395Argp.Q1395RP78509protein_codingtolerated(0.34)benign(0.024)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 

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