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: ROR2

Gene summary for ROR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ROR2

Gene ID

4920

Gene namereceptor tyrosine kinase like orphan receptor 2
Gene AliasBDB
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q01974


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
4920ROR2AEH-subject1HumanEndometriumAEH3.80e-114.01e-01-0.3059
4920ROR2AEH-subject2HumanEndometriumAEH4.70e-042.31e-01-0.2525
4920ROR2AEH-subject3HumanEndometriumAEH7.15e-072.75e-01-0.2576
4920ROR2AEH-subject4HumanEndometriumAEH1.30e-053.23e-01-0.2657
4920ROR2AEH-subject5HumanEndometriumAEH7.97e-053.26e-01-0.2953
4920ROR2EEC-subject1HumanEndometriumEEC1.18e-073.47e-01-0.2682
4920ROR2EEC-subject2HumanEndometriumEEC1.65e-063.48e-01-0.2607
4920ROR2EEC-subject3HumanEndometriumEEC4.77e-05-3.31e-02-0.2525
4920ROR2GSM5276934HumanEndometriumEEC7.71e-03-8.13e-02-0.0913
4920ROR2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.21e-09-2.76e-03-0.1869
4920ROR2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.80e-10-4.72e-02-0.1875
4920ROR2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.90e-094.04e-02-0.1883
4920ROR2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.08e-06-4.28e-02-0.1934
4920ROR2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.35e-09-1.40e-01-0.1917
4920ROR2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.18e-09-8.35e-02-0.1916
4920ROR2P2T-EHumanEsophagusESCC1.27e-214.15e-010.1177
4920ROR2P9T-EHumanEsophagusESCC2.04e-082.09e-010.1131
4920ROR2P10T-EHumanEsophagusESCC1.37e-056.93e-020.116
4920ROR2P12T-EHumanEsophagusESCC1.17e-061.20e-010.1122
4920ROR2P16T-EHumanEsophagusESCC2.84e-122.89e-010.1153
Page: 1 2 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:00614589EndometriumAEHreproductive system development88/2100427/187239.50e-096.41e-0788
GO:00486089EndometriumAEHreproductive structure development87/2100424/187231.43e-089.12e-0787
GO:00301118EndometriumAEHregulation of Wnt signaling pathway71/2100328/187233.31e-081.87e-0671
GO:00160558EndometriumAEHWnt signaling pathway85/2100444/187234.99e-071.97e-0585
GO:01987388EndometriumAEHcell-cell signaling by wnt85/2100446/187236.07e-072.29e-0585
GO:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:00608288EndometriumAEHregulation of canonical Wnt signaling pathway54/2100253/187232.22e-066.56e-0554
GO:00514039EndometriumAEHstress-activated MAPK cascade50/2100239/187239.33e-062.18e-0450
GO:00301777EndometriumAEHpositive regulation of Wnt signaling pathway34/2100140/187239.62e-062.23e-0434
GO:00310989EndometriumAEHstress-activated protein kinase signaling cascade51/2100247/187231.12e-052.52e-0451
GO:00071787EndometriumAEHtransmembrane receptor protein serine/threonine kinase signaling pathway67/2100355/187231.28e-052.80e-0467
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00600708EndometriumAEHcanonical Wnt signaling pathway58/2100303/187233.12e-055.66e-0458
GO:00902637EndometriumAEHpositive regulation of canonical Wnt signaling pathway26/2100106/187238.63e-051.27e-0326
GO:00109758EndometriumAEHregulation of neuron projection development75/2100445/187232.01e-042.54e-0375
GO:003367414EndometriumAEHpositive regulation of kinase activity78/2100467/187232.03e-042.54e-0378
GO:00509008EndometriumAEHleukocyte migration64/2100369/187232.57e-043.04e-0364
GO:00458609EndometriumAEHpositive regulation of protein kinase activity66/2100386/187233.14e-043.53e-0366
GO:00305092EndometriumAEHBMP signaling pathway32/2100152/187233.15e-043.54e-0332
GO:190370614EndometriumAEHregulation of hemopoiesis63/2100367/187233.81e-044.10e-0363
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431010EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431013EndometriumAEHWnt signaling pathway37/1197171/84654.68e-032.53e-021.86e-0237
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
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
ROR2SNVMissense_Mutationrs746196217c.356N>Ap.Arg119Glnp.R119QQ01974protein_codingdeleterious(0)benign(0.028)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ROR2SNVMissense_Mutationnovelc.2185T>Cp.Trp729Argp.W729RQ01974protein_codingdeleterious(0.02)benign(0.132)TCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ROR2SNVMissense_Mutationnovelc.1333N>Gp.Met445Valp.M445VQ01974protein_codingtolerated(0.3)benign(0.003)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ROR2SNVMissense_Mutationc.671N>Tp.Ser224Leup.S224LQ01974protein_codingtolerated(0.05)probably_damaging(0.994)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ROR2SNVMissense_Mutationrs767474960c.1448N>Ap.Arg483Glnp.R483QQ01974protein_codingtolerated(0.43)benign(0.248)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ROR2SNVMissense_Mutationrs373544528c.1553G>Ap.Arg518Glnp.R518QQ01974protein_codingtolerated(0.58)possibly_damaging(0.697)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ROR2SNVMissense_Mutationnovelc.2468N>Cp.Gly823Alap.G823AQ01974protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.996)TCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
ROR2SNVMissense_Mutationc.1518C>Gp.Ile506Metp.I506MQ01974protein_codingdeleterious(0)probably_damaging(0.997)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ROR2SNVMissense_Mutationnovelc.1479C>Ap.Phe493Leup.F493LQ01974protein_codingtolerated(0.5)benign(0.003)TCGA-OL-A5RU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
ROR2insertionNonsense_Mutationnovelc.1139_1140insACATGGTGAAACCCCATAAAAATACAAAAATTAGCCAGGTGCGGTp.Gln380_Asn381insHisGlyGluThrProTerLysTyrLysAsnTerProGlyAlaValp.Q380_N381insHGETP*KYKN*PGAVQ01974protein_codingTCGA-A8-A082-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
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
4920ROR2KINASE, TYROSINE KINASE, DRUGGABLE GENOME, CELL SURFACE, ENZYMECCT301-59 (targeting ROR2)
4920ROR2KINASE, TYROSINE KINASE, DRUGGABLE GENOME, CELL SURFACE, ENZYMECCT301-38 (targeting ROR2)
Page: 1