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: MKRN2

Gene summary for MKRN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MKRN2

Gene ID

23609

Gene namemakorin ring finger protein 2
Gene AliasHSPC070
Cytomap3p25.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H000


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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
23609MKRN2LZE24THumanEsophagusESCC9.07e-091.28e-010.0596
23609MKRN2P2T-EHumanEsophagusESCC2.42e-131.57e-010.1177
23609MKRN2P4T-EHumanEsophagusESCC5.21e-101.71e-010.1323
23609MKRN2P5T-EHumanEsophagusESCC1.96e-194.70e-010.1327
23609MKRN2P8T-EHumanEsophagusESCC9.80e-141.11e-010.0889
23609MKRN2P9T-EHumanEsophagusESCC2.41e-067.17e-020.1131
23609MKRN2P10T-EHumanEsophagusESCC4.78e-191.92e-010.116
23609MKRN2P12T-EHumanEsophagusESCC6.85e-162.78e-010.1122
23609MKRN2P15T-EHumanEsophagusESCC9.37e-081.98e-010.1149
23609MKRN2P16T-EHumanEsophagusESCC3.01e-102.49e-010.1153
23609MKRN2P17T-EHumanEsophagusESCC4.86e-022.14e-010.1278
23609MKRN2P19T-EHumanEsophagusESCC4.73e-044.20e-010.1662
23609MKRN2P20T-EHumanEsophagusESCC2.00e-153.36e-010.1124
23609MKRN2P21T-EHumanEsophagusESCC5.94e-131.76e-010.1617
23609MKRN2P22T-EHumanEsophagusESCC1.20e-141.27e-010.1236
23609MKRN2P23T-EHumanEsophagusESCC3.25e-174.32e-010.108
23609MKRN2P24T-EHumanEsophagusESCC1.40e-161.75e-010.1287
23609MKRN2P26T-EHumanEsophagusESCC2.16e-202.94e-010.1276
23609MKRN2P27T-EHumanEsophagusESCC1.19e-112.23e-010.1055
23609MKRN2P28T-EHumanEsophagusESCC4.46e-112.00e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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.

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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
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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
MKRN2SNVMissense_Mutationrs751152524c.1051N>Ap.Asp351Asnp.D351NQ9H000protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A12F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapypaclitaxelSD
MKRN2SNVMissense_Mutationrs750943574c.148C>Tp.Arg50Trpp.R50WQ9H000protein_codingdeleterious(0)probably_damaging(0.978)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MKRN2SNVMissense_Mutationc.1103N>Tp.Gly368Valp.G368VQ9H000protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MKRN2SNVMissense_Mutationc.92N>Tp.Ser31Ilep.S31IQ9H000protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MKRN2SNVMissense_Mutationnovelc.996N>Tp.Gln332Hisp.Q332HQ9H000protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
MKRN2SNVMissense_Mutationrs753370925c.472N>Ap.Val158Metp.V158MQ9H000protein_codingtolerated(0.1)benign(0.046)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MKRN2SNVMissense_Mutationnovelc.1132N>Tp.Leu378Phep.L378FQ9H000protein_codingtolerated(0.4)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MKRN2SNVMissense_Mutationnovelc.957A>Tp.Lys319Asnp.K319NQ9H000protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MKRN2SNVMissense_Mutationnovelc.1189G>Ap.Asp397Asnp.D397NQ9H000protein_codingdeleterious(0.02)benign(0.361)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
MKRN2SNVMissense_Mutationnovelc.745N>Ap.Ala249Thrp.A249TQ9H000protein_codingtolerated(0.09)benign(0.243)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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