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: ROR1

Gene summary for ROR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ROR1

Gene ID

4919

Gene namereceptor tyrosine kinase like orphan receptor 1
Gene AliasNTRKR1
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q01973


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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
4919ROR1EEC-subject1HumanEndometriumEEC1.02e-155.56e-01-0.2682
4919ROR1EEC-subject5HumanEndometriumEEC2.41e-022.24e-01-0.249
4919ROR1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.62e-022.81e-02-0.1883
4919ROR1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.09e-021.48e-01-0.1934
4919ROR1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.73e-02-3.57e-02-0.1916
4919ROR1RNA-P25T1-P25T1-1HumanLungAIS8.22e-137.87e-01-0.2116
4919ROR1RNA-P25T1-P25T1-2HumanLungAIS3.57e-025.86e-01-0.1941
4919ROR1RNA-P25T1-P25T1-4HumanLungAIS6.75e-106.70e-01-0.2119
4919ROR1RNA-P6T2-P6T2-1HumanLungIAC5.97e-053.18e-01-0.0166
4919ROR1RNA-P6T2-P6T2-2HumanLungIAC4.10e-114.62e-01-0.0132
4919ROR1RNA-P6T2-P6T2-3HumanLungIAC1.58e-113.86e-01-0.013
4919ROR1RNA-P6T2-P6T2-4HumanLungIAC1.66e-074.57e-01-0.0121
4919ROR1RNA-P7T1-P7T1-1HumanLungAIS1.65e-025.31e-01-0.0961
4919ROR1RNA-P7T1-P7T1-2HumanLungAIS1.91e-025.35e-01-0.0876
4919ROR1RNA-P7T1-P7T1-3HumanLungAIS8.79e-034.77e-01-0.0822
4919ROR1RNA-P7T1-P7T1-4HumanLungAIS3.91e-045.95e-01-0.0809
4919ROR1HTA12-23-1HumanPancreasPDAC4.22e-057.91e-010.3405
4919ROR1HTA12-25-1HumanPancreasPDAC2.61e-044.90e-010.313
4919ROR1HTA12-26-1HumanPancreasPDAC2.99e-178.83e-010.3728
4919ROR1HTA12-29-1HumanPancreasPDAC2.72e-449.86e-010.3722
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:001605513EndometriumEECWnt signaling pathway90/2168444/187236.65e-083.50e-0690
GO:019873813EndometriumEECcell-cell signaling by wnt90/2168446/187238.25e-084.23e-0690
GO:004341011EndometriumEECpositive regulation of MAPK cascade89/2168480/187234.21e-061.08e-0489
GO:004312216EndometriumEECregulation of I-kappaB kinase/NF-kappaB signaling53/2168249/187237.59e-061.73e-0453
GO:004312314EndometriumEECpositive regulation of I-kappaB kinase/NF-kappaB signaling42/2168186/187231.47e-052.87e-0442
GO:000724915EndometriumEECI-kappaB kinase/NF-kappaB signaling57/2168281/187231.60e-053.12e-0457
GO:003367415EndometriumEECpositive regulation of kinase activity83/2168467/187234.32e-057.10e-0483
GO:001097513EndometriumEECregulation of neuron projection development79/2168445/187236.80e-051.01e-0379
GO:005109013EndometriumEECregulation of DNA-binding transcription factor activity75/2168440/187233.71e-043.97e-0375
GO:003134613EndometriumEECpositive regulation of cell projection organization61/2168353/187238.82e-048.03e-0361
GO:000173812EndometriumEECmorphogenesis of a polarized epithelium21/216894/187232.18e-031.63e-0221
GO:00600713EndometriumEECWnt signaling pathway, planar cell polarity pathway13/216852/187235.34e-033.31e-0213
GO:20000273EndometriumEECregulation of animal organ morphogenesis24/2168125/187238.60e-034.70e-0224
GO:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
GO:01987386LungIACcell-cell signaling by wnt95/2061446/187231.46e-103.48e-0895
GO:00109756LungIACregulation of neuron projection development82/2061445/187231.82e-068.78e-0582
GO:00336748LungIACpositive regulation of kinase activity83/2061467/187236.76e-062.45e-0483
GO:00072495LungIACI-kappaB kinase/NF-kappaB signaling56/2061281/187237.39e-062.62e-0456
GO:00431226LungIACregulation of I-kappaB kinase/NF-kappaB signaling51/2061249/187238.41e-062.87e-0451
GO:00510903LungIACregulation of DNA-binding transcription factor activity76/2061440/187234.44e-051.05e-0376
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0431022EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa0431032EndometriumEECWnt signaling pathway40/1237171/84651.37e-038.99e-036.70e-0340
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431021LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431031LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
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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
ROR1SNVMissense_Mutationrs201702143c.103N>Gp.Ser35Alap.S35AQ01973protein_codingtolerated_low_confidence(0.82)benign(0.034)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ROR1SNVMissense_Mutationnovelc.1924N>Cp.Ser642Prop.S642PQ01973protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
ROR1SNVMissense_Mutationrs201702143c.103N>Gp.Ser35Alap.S35AQ01973protein_codingtolerated_low_confidence(0.82)benign(0.034)TCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
ROR1SNVMissense_Mutationrs201702143c.103T>Gp.Ser35Alap.S35AQ01973protein_codingtolerated_low_confidence(0.82)benign(0.034)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
ROR1SNVMissense_Mutationrs866734548c.1969N>Tp.Arg657Cysp.R657CQ01973protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ROR1SNVMissense_Mutationc.175N>Tp.Thr59Serp.T59SQ01973protein_codingtolerated(0.65)benign(0.08)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ROR1SNVMissense_Mutationc.1579N>Cp.Met527Leup.M527LQ01973protein_codingtolerated(1)benign(0.003)TCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ROR1SNVMissense_Mutationc.748N>Cp.Asp250Hisp.D250HQ01973protein_codingdeleterious(0.04)probably_damaging(0.997)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ROR1SNVMissense_Mutationrs749580497c.206N>Tp.Thr69Metp.T69MQ01973protein_codingtolerated(0.07)possibly_damaging(0.881)TCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ROR1SNVMissense_Mutationrs139362871c.1624N>Ap.Val542Ilep.V542IQ01973protein_codingtolerated(0.15)possibly_damaging(0.544)TCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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
4919ROR1KINASE, TYROSINE KINASE, ENZYME, DRUGGABLE GENOME, CELL SURFACECirmtuzumabCIRMTUZUMAB
4919ROR1KINASE, TYROSINE KINASE, ENZYME, DRUGGABLE GENOME, CELL SURFACEROR1R-CAR-T Cell
4919ROR1KINASE, TYROSINE KINASE, ENZYME, DRUGGABLE GENOME, CELL SURFACEROR1 CAR-specific Autologous T-Lymphocytes
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