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: MRNIP

Gene summary for MRNIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRNIP

Gene ID

51149

Gene nameMRN complex interacting protein
Gene AliasC5orf45
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q6NTE8


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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
51149MRNIPmale-WTAHumanThyroidPTC7.43e-162.35e-010.1037
51149MRNIPPTC01HumanThyroidPTC1.04e-275.70e-010.1899
51149MRNIPPTC03HumanThyroidPTC1.35e-042.01e-010.1784
51149MRNIPPTC04HumanThyroidPTC1.65e-234.40e-010.1927
51149MRNIPPTC05HumanThyroidPTC1.02e-268.03e-010.2065
51149MRNIPPTC06HumanThyroidPTC8.85e-357.50e-010.2057
51149MRNIPPTC07HumanThyroidPTC4.37e-345.87e-010.2044
51149MRNIPATC09HumanThyroidATC1.77e-083.92e-010.2871
51149MRNIPATC12HumanThyroidATC5.14e-031.13e-010.34
51149MRNIPATC13HumanThyroidATC5.95e-071.75e-010.34
51149MRNIPATC1HumanThyroidATC4.49e-084.10e-010.2878
51149MRNIPATC2HumanThyroidATC3.34e-115.69e-010.34
51149MRNIPATC4HumanThyroidATC8.62e-061.55e-010.34
51149MRNIPATC5HumanThyroidATC2.71e-091.91e-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:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:005105218ThyroidPTCregulation of DNA metabolic process171/5968359/187232.52e-108.33e-09171
GO:004477218ThyroidPTCmitotic cell cycle phase transition196/5968424/187233.17e-101.02e-08196
GO:2001020112ThyroidPTCregulation of response to DNA damage stimulus113/5968219/187239.37e-102.77e-08113
GO:0045860111ThyroidPTCpositive regulation of protein kinase activity176/5968386/187238.89e-092.17e-07176
GO:001021219ThyroidPTCresponse to ionizing radiation79/5968148/187234.56e-089.74e-0779
GO:005105420ThyroidPTCpositive regulation of DNA metabolic process100/5968201/187239.18e-081.84e-06100
GO:19019908ThyroidPTCregulation of mitotic cell cycle phase transition138/5968299/187231.44e-072.78e-06138
GO:0033674111ThyroidPTCpositive regulation of kinase activity201/5968467/187231.95e-073.54e-06201
GO:0009314111ThyroidPTCresponse to radiation195/5968456/187235.10e-078.27e-06195
GO:00457867ThyroidPTCnegative regulation of cell cycle166/5968385/187231.93e-062.64e-05166
GO:19019878ThyroidPTCregulation of cell cycle phase transition167/5968390/187232.97e-063.87e-05167
GO:00062828ThyroidPTCregulation of DNA repair65/5968130/187231.25e-051.36e-0465
GO:004277010ThyroidPTCsignal transduction in response to DNA damage81/5968172/187232.07e-052.08e-0481
GO:00459307ThyroidPTCnegative regulation of mitotic cell cycle105/5968235/187232.41e-052.39e-04105
GO:19019917ThyroidPTCnegative regulation of mitotic cell cycle phase transition83/5968179/187233.34e-053.17e-0483
GO:20010229ThyroidPTCpositive regulation of response to DNA damage stimulus53/5968105/187235.51e-054.89e-0453
GO:00109486ThyroidPTCnegative regulation of cell cycle process122/5968294/187232.94e-042.08e-03122
GO:20007794ThyroidPTCregulation of double-strand break repair42/596885/187235.59e-043.56e-0342
GO:19019885ThyroidPTCnegative regulation of cell cycle phase transition104/5968249/187236.01e-043.82e-03104
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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
MRNIPSNVMissense_Mutationc.710N>Cp.Arg237Thrp.R237TQ6NTE8protein_codingtolerated(0.23)benign(0.114)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MRNIPSNVMissense_Mutationrs112467347c.469N>Ap.Val157Ilep.V157IQ6NTE8protein_codingtolerated(0.33)benign(0.003)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
MRNIPSNVMissense_Mutationc.75N>Tp.Lys25Asnp.K25NQ6NTE8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MRNIPSNVMissense_Mutationrs116981436c.493N>Ap.Val165Metp.V165MQ6NTE8protein_codingdeleterious(0.02)benign(0.407)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MRNIPSNVMissense_Mutationrs367893357c.160C>Tp.Arg54Cysp.R54CQ6NTE8protein_codingdeleterious(0.01)benign(0.112)TCGA-VS-A9UU-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MRNIPSNVMissense_Mutationc.899G>Ap.Cys300Tyrp.C300YQ6NTE8protein_codingtolerated(0.44)benign(0.275)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MRNIPSNVMissense_Mutationrs373940235c.20N>Tp.Ser7Phep.S7FQ6NTE8protein_codingtolerated(0.43)benign(0)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRNIPSNVMissense_Mutationrs143664576c.689N>Tp.Ala230Valp.A230VQ6NTE8protein_codingdeleterious(0.04)benign(0.209)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRNIPSNVMissense_Mutationrs773459500c.590N>Gp.Gln197Argp.Q197RQ6NTE8protein_codingtolerated(0.49)benign(0)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MRNIPSNVMissense_Mutationc.794N>Tp.Gly265Valp.G265VQ6NTE8protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
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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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