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: RPGRIP1L

Gene summary for RPGRIP1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPGRIP1L

Gene ID

23322

Gene nameRPGRIP1 like
Gene AliasCOACH3
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q68CZ1


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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
23322RPGRIP1Lmale-WTAHumanThyroidPTC2.09e-047.01e-020.1037
23322RPGRIP1LPTC01HumanThyroidPTC3.41e-033.74e-020.1899
23322RPGRIP1LPTC05HumanThyroidPTC4.71e-041.92e-010.2065
23322RPGRIP1LPTC06HumanThyroidPTC9.75e-122.34e-010.2057
23322RPGRIP1LPTC07HumanThyroidPTC1.52e-081.97e-010.2044
23322RPGRIP1LATC12HumanThyroidATC2.80e-131.25e-010.34
23322RPGRIP1LATC13HumanThyroidATC8.83e-151.45e-010.34
23322RPGRIP1LATC2HumanThyroidATC4.42e-075.21e-010.34
23322RPGRIP1LATC4HumanThyroidATC1.31e-101.76e-010.34
23322RPGRIP1LATC5HumanThyroidATC2.29e-061.61e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0007163111ThyroidPTCestablishment or maintenance of cell polarity115/5968218/187231.15e-103.90e-09115
GO:0001701111ThyroidPTCin utero embryonic development175/5968367/187231.40e-104.73e-09175
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: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
GO:002191514ThyroidPTCneural tube development76/5968152/187232.40e-063.17e-0576
GO:006054115ThyroidPTCrespiratory system development86/5968203/187231.02e-036.08e-0386
GO:00220382ThyroidPTCcorpus callosum development10/596814/187232.77e-031.38e-0210
GO:00215373ThyroidPTCtelencephalon development100/5968248/187232.90e-031.44e-02100
GO:00309007ThyroidPTCforebrain development143/5968379/187238.47e-033.56e-02143
GO:00017389ThyroidPTCmorphogenesis of a polarized epithelium41/596894/187231.10e-024.38e-0241
GO:000716329ThyroidATCestablishment or maintenance of cell polarity122/6293218/187238.46e-123.16e-10122
GO:000170126ThyroidATCin utero embryonic development183/6293367/187236.62e-112.11e-09183
GO:004873233ThyroidATCgland development210/6293436/187231.50e-104.59e-09210
GO:000188927ThyroidATCliver development85/6293147/187231.37e-093.43e-0885
GO:006100827ThyroidATChepaticobiliary system development86/6293150/187231.96e-094.78e-0886
GO:000182222ThyroidATCkidney development146/6293293/187235.81e-091.28e-07146
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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
RPGRIP1LSNVMissense_Mutationc.55C>Ap.Leu19Ilep.L19IQ68CZ1protein_codingtolerated(0.16)benign(0.018)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
RPGRIP1LSNVMissense_Mutationnovelc.3742N>Ap.Gln1248Lysp.Q1248KQ68CZ1protein_codingdeleterious(0)probably_damaging(0.91)TCGA-A7-A425-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinPD
RPGRIP1LSNVMissense_Mutationrs750930363c.3448C>Tp.Arg1150Trpp.R1150WQ68CZ1protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPGRIP1LSNVMissense_Mutationc.1573N>Cp.Asp525Hisp.D525HQ68CZ1protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AR-A1AL-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyanastrozoleSD
RPGRIP1LSNVMissense_Mutationc.3751G>Cp.Glu1251Glnp.E1251QQ68CZ1protein_codingdeleterious(0)probably_damaging(0.983)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
RPGRIP1LSNVMissense_Mutationc.739N>Tp.Leu247Phep.L247FQ68CZ1protein_codingtolerated(0.06)benign(0.099)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RPGRIP1LSNVMissense_Mutationc.1505A>Gp.His502Argp.H502RQ68CZ1protein_codingdeleterious(0)probably_damaging(0.913)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RPGRIP1LSNVMissense_Mutationc.1939G>Tp.Val647Leup.V647LQ68CZ1protein_codingtolerated(0.1)benign(0.015)TCGA-D8-A1XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
RPGRIP1LinsertionFrame_Shift_Insnovelc.3164_3165insTGACCTTGGTGGAGACGAACAAACCATATTCp.Gln1055HisfsTer17p.Q1055Hfs*17Q68CZ1protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPGRIP1LinsertionNonsense_Mutationnovelc.401_402insAACCTATTTACATTGTTAAAACTTGAATAGAAGAp.Ser135ThrfsTer6p.S135Tfs*6Q68CZ1protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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