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: MYRF

Gene summary for MYRF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYRF

Gene ID

745

Gene namemyelin regulatory factor
Gene Alias11orf9
Cytomap11q12.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9Y2G1


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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
745MYRFHTA11_2487_2000001011HumanColorectumSER2.67e-136.66e-01-0.1808
745MYRFHTA11_1938_2000001011HumanColorectumAD8.55e-093.85e-01-0.0811
745MYRFHTA11_347_2000001011HumanColorectumAD9.42e-041.90e-01-0.1954
745MYRFHTA11_411_2000001011HumanColorectumSER4.62e-058.53e-01-0.2602
745MYRFHTA11_1391_2000001011HumanColorectumAD1.32e-085.12e-01-0.059
745MYRFHTA11_866_3004761011HumanColorectumAD1.39e-052.70e-010.096
745MYRFHTA11_8622_2000001021HumanColorectumSER4.77e-044.00e-010.0528
745MYRFHTA11_10711_2000001011HumanColorectumAD7.79e-032.79e-010.0338
745MYRFHTA11_7696_3000711011HumanColorectumAD1.25e-031.80e-010.0674
745MYRFS43HumanLiverCirrhotic6.54e-062.54e-01-0.0187
745MYRFHCC1_MengHumanLiverHCC1.49e-28-1.17e-010.0246
745MYRFHCC2_MengHumanLiverHCC1.08e-332.44e-010.0107
745MYRFcirrhotic2HumanLiverCirrhotic2.37e-071.71e-010.0201
745MYRFS027HumanLiverHCC8.47e-108.76e-010.2446
745MYRFS028HumanLiverHCC4.72e-291.22e+000.2503
745MYRFS029HumanLiverHCC7.69e-241.10e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0043217ColorectumADmyelin maintenance9/391818/187235.82e-033.67e-029
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:0007009ColorectumSERplasma membrane organization36/2897142/187231.50e-031.62e-0236
GO:00432171ColorectumSERmyelin maintenance8/289718/187233.31e-032.83e-028
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
GO:00164853LiverCirrhoticprotein processing85/4634225/187239.01e-061.32e-0485
GO:0042063LiverCirrhoticgliogenesis98/4634301/187231.28e-038.60e-0398
GO:0010001LiverCirrhoticglial cell differentiation75/4634225/187232.24e-031.36e-0275
GO:0042552LiverCirrhoticmyelination46/4634134/187238.04e-033.77e-0246
GO:0048709LiverCirrhoticoligodendrocyte differentiation34/463495/187231.06e-024.66e-0234
GO:0007272LiverCirrhoticensheathment of neurons46/4634136/187231.08e-024.75e-0246
GO:0008366LiverCirrhoticaxon ensheathment46/4634136/187231.08e-024.75e-0246
GO:005160412LiverHCCprotein maturation171/7958294/187233.80e-088.30e-07171
GO:001648511LiverHCCprotein processing121/7958225/187234.01e-042.71e-03121
GO:00072721LiverHCCensheathment of neurons72/7958136/187238.87e-033.44e-0272
GO:00083661LiverHCCaxon ensheathment72/7958136/187238.87e-033.44e-0272
GO:00425521LiverHCCmyelination71/7958134/187239.08e-033.49e-0271
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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
MYRFSNVMissense_Mutationnovelc.1039A>Cp.Asn347Hisp.N347HQ9Y2G1protein_codingdeleterious(0.03)probably_damaging(0.988)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MYRFSNVMissense_Mutationnovelc.2066N>Gp.Thr689Argp.T689RQ9Y2G1protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MYRFSNVMissense_Mutationnovelc.1432N>Tp.Arg478Trpp.R478WQ9Y2G1protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MYRFSNVMissense_Mutationc.2162N>Tp.Ser721Leup.S721LQ9Y2G1protein_codingdeleterious(0.02)benign(0.03)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
MYRFSNVMissense_Mutationnovelc.241N>Ap.Gly81Argp.G81RQ9Y2G1protein_codingtolerated(0.2)possibly_damaging(0.77)TCGA-VS-A8EK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
MYRFSNVMissense_Mutationc.499N>Cp.Cys167Argp.C167RQ9Y2G1protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MYRFSNVMissense_Mutationc.607C>Tp.Arg203Trpp.R203WQ9Y2G1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-5254-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
MYRFSNVMissense_Mutationrs747836674c.52N>Ap.Asp18Asnp.D18NQ9Y2G1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MYRFSNVMissense_Mutationc.1709C>Tp.Ala570Valp.A570VQ9Y2G1protein_codingdeleterious(0)benign(0.356)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MYRFSNVMissense_Mutationnovelc.1174N>Ap.Asp392Asnp.D392NQ9Y2G1protein_codingdeleterious(0)benign(0.125)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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