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: RPGR

Gene summary for RPGR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPGR

Gene ID

6103

Gene nameretinitis pigmentosa GTPase regulator
Gene AliasCOD1
CytomapXp11.4
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q92834


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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
6103RPGRRNA-P17T-P17T-4HumanLungIAC3.73e-024.38e-010.343
6103RPGRRNA-P6T1-P6T1-1HumanLungMIAC5.97e-048.51e-01-0.0238
6103RPGRRNA-P6T1-P6T1-2HumanLungMIAC6.82e-048.29e-01-0.0186
6103RPGRRNA-P6T1-P6T1-4HumanLungMIAC2.09e-026.25e-01-0.0263
6103RPGRmale-WTAHumanThyroidPTC8.31e-052.31e-020.1037
6103RPGRPTC01HumanThyroidPTC7.26e-131.49e-010.1899
6103RPGRPTC03HumanThyroidPTC1.02e-043.33e-010.1784
6103RPGRPTC04HumanThyroidPTC6.37e-181.71e-010.1927
6103RPGRPTC05HumanThyroidPTC1.86e-093.95e-010.2065
6103RPGRPTC06HumanThyroidPTC5.42e-133.79e-010.2057
6103RPGRPTC07HumanThyroidPTC1.15e-214.46e-010.2044
6103RPGRATC09HumanThyroidATC8.49e-064.05e-010.2871
6103RPGRATC11HumanThyroidATC1.14e-099.56e-010.3386
6103RPGRATC13HumanThyroidATC7.31e-071.33e-010.34
6103RPGRATC1HumanThyroidATC1.40e-054.46e-010.2878
6103RPGRATC3HumanThyroidATC2.49e-138.36e-010.338
6103RPGRATC5HumanThyroidATC1.90e-121.58e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00307056LungIACcytoskeleton-dependent intracellular transport40/2061195/187237.30e-051.54e-0340
GO:00315032LungIACprotein-containing complex localization42/2061220/187232.60e-044.32e-0342
GO:0099111LungIACmicrotubule-based transport35/2061190/187231.55e-031.64e-0235
GO:0060271LungIACcilium assembly55/2061337/187231.84e-031.88e-0255
GO:0044782LungIACcilium organization58/2061368/187233.15e-032.75e-0258
GO:00109704LungIACtransport along microtubule28/2061155/187235.72e-034.18e-0228
GO:00602711LungMIACcilium assembly37/967337/187231.29e-059.85e-0437
GO:00447821LungMIACcilium organization38/967368/187233.93e-052.08e-0338
GO:003070522LungMIACcytoskeleton-dependent intracellular transport20/967195/187232.72e-033.75e-0220
GO:0007163111ThyroidPTCestablishment or maintenance of cell polarity115/5968218/187231.15e-103.90e-09115
GO:0001701111ThyroidPTCin utero embryonic development175/5968367/187231.40e-104.73e-09175
GO:0030705111ThyroidPTCcytoskeleton-dependent intracellular transport104/5968195/187233.87e-101.24e-08104
GO:0048732113ThyroidPTCgland development193/5968436/187232.88e-086.42e-07193
GO:0001889112ThyroidPTCliver development79/5968147/187233.08e-086.82e-0779
GO:0061008112ThyroidPTChepaticobiliary system development80/5968150/187233.94e-088.55e-0780
GO:00315037ThyroidPTCprotein-containing complex localization107/5968220/187231.47e-072.82e-06107
GO:00109709ThyroidPTCtransport along microtubule80/5968155/187232.48e-074.32e-0680
GO:000182215ThyroidPTCkidney development133/5968293/187237.57e-071.18e-05133
GO:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
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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
RPGRSNVMissense_Mutationrs757712647c.967N>Tp.Arg323Cysp.R323CQ92834protein_codingdeleterious_low_confidence(0.01)probably_damaging(1)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RPGRSNVMissense_Mutationc.2061G>Cp.Glu687Aspp.E687DQ92834protein_codingtolerated_low_confidence(0.13)benign(0)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPGRSNVMissense_Mutationc.2197N>Ap.Glu733Lysp.E733KQ92834protein_codingdeleterious_low_confidence(0.05)benign(0.007)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RPGRSNVMissense_Mutationc.1175N>Ap.Pro392Glnp.P392QQ92834protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.73)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
RPGRSNVMissense_Mutationc.593N>Tp.Gly198Valp.G198VQ92834protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RPGRSNVMissense_Mutationnovelc.1397T>Cp.Met466Thrp.M466TQ92834protein_codingtolerated_low_confidence(0.23)benign(0.011)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RPGRSNVMissense_Mutationc.1850G>Tp.Gly617Valp.G617VQ92834protein_codingtolerated_low_confidence(0.16)benign(0.359)TCGA-AR-A24X-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RPGRSNVMissense_Mutationnovelc.1327N>Tp.Pro443Serp.P443SQ92834protein_codingtolerated_low_confidence(0.08)benign(0.029)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RPGRSNVMissense_Mutationnovelc.3146N>Gp.Glu1049Glyp.E1049GQ92834protein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RPGRSNVMissense_Mutationnovelc.457N>Ap.Ala153Thrp.A153TQ92834protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.997)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
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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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