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: RTKN2

Gene summary for RTKN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RTKN2

Gene ID

219790

Gene namerhotekin 2
Gene AliasPLEKHK1
Cytomap10q21.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q8IZC4


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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
219790RTKN2CA_HPV_2HumanCervixCC1.39e-073.44e-010.0391
219790RTKN2CCI_1HumanCervixCC8.30e-107.55e-010.528
219790RTKN2CCI_2HumanCervixCC8.98e-097.22e-010.5249
219790RTKN2CCI_3HumanCervixCC1.42e-126.52e-010.516
219790RTKN2TumorHumanCervixCC1.25e-021.85e-010.1241
219790RTKN2sample3HumanCervixCC1.16e-142.90e-010.1387
219790RTKN2H2HumanCervixHSIL_HPV1.29e-052.41e-010.0632
219790RTKN2T1HumanCervixCC9.84e-031.78e-010.0918
219790RTKN2T3HumanCervixCC5.65e-092.28e-010.1389
219790RTKN2C30HumanOral cavityOSCC1.83e-251.02e+000.3055
219790RTKN2C38HumanOral cavityOSCC1.79e-052.89e-010.172
219790RTKN2C46HumanOral cavityOSCC7.91e-101.72e-010.1673
219790RTKN2C57HumanOral cavityOSCC4.85e-165.53e-010.1679
219790RTKN2LN46HumanOral cavityOSCC3.43e-104.56e-010.1666
219790RTKN2LP15HumanOral cavityLP2.89e-032.85e-010.2174
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:200123410CervixCCnegative regulation of apoptotic signaling pathway56/2311224/187231.39e-076.70e-0656
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:200124310CervixCCnegative regulation of intrinsic apoptotic signaling pathway28/231198/187231.31e-052.66e-0428
GO:00510915CervixCCpositive regulation of DNA-binding transcription factor activity51/2311260/187235.05e-044.92e-0351
GO:00510923CervixCCpositive regulation of NF-kappaB transcription factor activity32/2311152/187231.62e-031.25e-0232
GO:009719315CervixHSIL_HPVintrinsic apoptotic signaling pathway41/737288/187238.91e-131.43e-0941
GO:200123315CervixHSIL_HPVregulation of apoptotic signaling pathway46/737356/187231.23e-121.49e-0946
GO:200124215CervixHSIL_HPVregulation of intrinsic apoptotic signaling pathway27/737164/187232.67e-107.02e-0827
GO:200123415CervixHSIL_HPVnegative regulation of apoptotic signaling pathway27/737224/187232.44e-071.45e-0527
GO:005109211CervixHSIL_HPVpositive regulation of NF-kappaB transcription factor activity20/737152/187232.25e-069.41e-0520
GO:200124315CervixHSIL_HPVnegative regulation of intrinsic apoptotic signaling pathway15/73798/187236.40e-062.30e-0415
GO:005109012CervixHSIL_HPVregulation of DNA-binding transcription factor activity35/737440/187236.77e-051.58e-0335
GO:005109112CervixHSIL_HPVpositive regulation of DNA-binding transcription factor activity24/737260/187231.01e-042.16e-0324
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
GO:200124220Oral cavityOSCCregulation of intrinsic apoptotic signaling pathway123/7305164/187235.71e-219.77e-19123
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
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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
RTKN2SNVMissense_Mutationrs778526220c.98N>Ap.Arg33Glnp.R33QQ8IZC4protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTKN2SNVMissense_Mutationc.349N>Cp.Asp117Hisp.D117HQ8IZC4protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RTKN2SNVMissense_Mutationc.921N>Ap.Phe307Leup.F307Lprotein_codingdeleterious_low_confidence(0)benign(0.003)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RTKN2SNVMissense_Mutationc.106G>Ap.Glu36Lysp.E36KQ8IZC4protein_codingdeleterious(0.01)benign(0.015)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RTKN2SNVMissense_Mutationrs145577789c.1645N>Gp.Met549Valp.M549VQ8IZC4protein_codingtolerated(0.25)benign(0.005)TCGA-JW-A852-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RTKN2deletionFrame_Shift_Delrs765032947c.1348delNp.Ile450LeufsTer67p.I450Lfs*67Q8IZC4protein_codingTCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RTKN2SNVMissense_Mutationnovelc.836N>Tp.Ala279Valp.A279VQ8IZC4protein_codingtolerated(0.06)benign(0.116)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
RTKN2SNVMissense_Mutationc.1198N>Tp.His400Tyrp.H400YQ8IZC4protein_codingdeleterious(0)possibly_damaging(0.794)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RTKN2SNVMissense_Mutationrs758667603c.323G>Ap.Arg108Glnp.R108QQ8IZC4protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-AD-6963-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RTKN2SNVMissense_Mutationc.1423G>Cp.Asp475Hisp.D475HQ8IZC4protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AY-4071-01Colorectumcolon adenocarcinomaFemale<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
219790RTKN2NAhaloperidolHALOPERIDOL27023437
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