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: MIOS

Gene summary for MIOS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIOS

Gene ID

54468

Gene namemeiosis regulator for oocyte development
Gene AliasMIO
Cytomap7p21.3
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

A0A024RA24


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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
54468MIOSLZE4THumanEsophagusESCC3.52e-061.75e-010.0811
54468MIOSLZE24THumanEsophagusESCC1.92e-092.09e-010.0596
54468MIOSLZE21THumanEsophagusESCC2.13e-021.30e-010.0655
54468MIOSP2T-EHumanEsophagusESCC8.88e-233.08e-010.1177
54468MIOSP4T-EHumanEsophagusESCC2.93e-111.97e-010.1323
54468MIOSP5T-EHumanEsophagusESCC8.31e-041.21e-010.1327
54468MIOSP8T-EHumanEsophagusESCC2.50e-091.48e-010.0889
54468MIOSP9T-EHumanEsophagusESCC1.39e-057.29e-020.1131
54468MIOSP10T-EHumanEsophagusESCC4.93e-071.66e-010.116
54468MIOSP11T-EHumanEsophagusESCC2.91e-133.90e-010.1426
54468MIOSP12T-EHumanEsophagusESCC1.56e-222.44e-010.1122
54468MIOSP15T-EHumanEsophagusESCC7.57e-111.98e-010.1149
54468MIOSP16T-EHumanEsophagusESCC3.06e-181.79e-010.1153
54468MIOSP17T-EHumanEsophagusESCC4.35e-021.14e-010.1278
54468MIOSP20T-EHumanEsophagusESCC1.50e-051.50e-010.1124
54468MIOSP21T-EHumanEsophagusESCC6.64e-131.45e-010.1617
54468MIOSP22T-EHumanEsophagusESCC7.00e-181.46e-010.1236
54468MIOSP23T-EHumanEsophagusESCC4.81e-161.45e-010.108
54468MIOSP24T-EHumanEsophagusESCC3.14e-089.95e-020.1287
54468MIOSP26T-EHumanEsophagusESCC5.68e-122.73e-010.1276
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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
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:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:003150314EsophagusESCCprotein-containing complex localization139/8552220/187231.14e-071.85e-06139
GO:19909284EsophagusESCCresponse to amino acid starvation37/855249/187232.05e-051.78e-0437
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:00341984EsophagusESCCcellular response to amino acid starvation34/855246/187239.39e-056.70e-0434
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
GO:00320082EsophagusESCCpositive regulation of TOR signaling31/855247/187234.01e-031.62e-0231
GO:00316677LiverNAFLDresponse to nutrient levels85/1882474/187238.23e-087.09e-0685
GO:00714967LiverNAFLDcellular response to external stimulus51/1882320/187236.21e-048.18e-0351
GO:00425945LiverNAFLDresponse to starvation33/1882197/187232.35e-032.21e-0233
GO:003166722LiverHCCresponse to nutrient levels276/7958474/187232.30e-121.08e-10276
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:003166812LiverHCCcellular response to extracellular stimulus149/7958246/187237.35e-091.86e-07149
GO:004259421LiverHCCresponse to starvation121/7958197/187236.08e-081.28e-06121
GO:003166912LiverHCCcellular response to nutrient levels130/7958215/187237.52e-081.51e-06130
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0415011LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
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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
MIOSCD8TEREXBreastADJFADS3,STAT6,CEP295, etc.1.98e-02The 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.
MIOSMASTBreastADJFADS3,STAT6,CEP295, etc.3.03e-02The 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.
MIOSpDCBreastIDCFADS3,STAT6,CEP295, etc.1.52e-02The 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.
MIOSDCBreastPrecancerFADS3,STAT6,CEP295, etc.3.82e-02The 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.
MIOSMONBreastPrecancerFADS3,STAT6,CEP295, etc.2.86e-02The 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.
MIOSGCBreastPrecancerFADS3,STAT6,CEP295, etc.4.84e-02The 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.
MIOSMYOFIBColorectumADTMCO1,DUOX2,NIPA1, etc.1.49e-01The 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.
MIOSCFIBColorectumADTMCO1,DUOX2,NIPA1, etc.2.01e-01The 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.
MIOSMVAColorectumADJTMCO1,DUOX2,NIPA1, etc.-2.22e-16The 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.
MIOSGLIAColorectumCRCTMCO1,DUOX2,NIPA1, etc.6.06e-02The 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.
∗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
MIOSSNVMissense_Mutationc.617N>Ap.Arg206Hisp.R206HQ9NXC5protein_codingdeleterious(0.01)benign(0.132)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MIOSSNVMissense_Mutationc.566N>Gp.Ser189Cysp.S189CQ9NXC5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MIOSinsertionNonsense_Mutationnovelc.571_572insCAATAAATATTTTCTTGAATTCATAGCAGATAGAGAGAAp.Cys191delinsSerIleAsnIlePheLeuAsnSerTerGlnIleGluArgSerp.C191delinsSINIFLNS*QIERSQ9NXC5protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MIOSSNVMissense_Mutationnovelc.2452G>Ap.Ala818Thrp.A818TQ9NXC5protein_codingtolerated(1)benign(0.031)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MIOSSNVMissense_Mutationc.1596N>Cp.Leu532Phep.L532FQ9NXC5protein_codingdeleterious(0.01)benign(0.059)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MIOSSNVMissense_Mutationc.2056N>Ap.Asp686Asnp.D686NQ9NXC5protein_codingtolerated(0.19)benign(0.019)TCGA-FU-A3TQ-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
MIOSSNVMissense_Mutationrs529813614c.1614N>Gp.Ile538Metp.I538MQ9NXC5protein_codingdeleterious(0)possibly_damaging(0.465)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MIOSSNVMissense_Mutationc.2336N>Ap.Arg779Glnp.R779QQ9NXC5protein_codingdeleterious(0)possibly_damaging(0.892)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MIOSSNVMissense_Mutationc.2217N>Ap.Phe739Leup.F739LQ9NXC5protein_codingdeleterious(0.01)probably_damaging(0.948)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
MIOSSNVMissense_Mutationc.2132A>Gp.His711Argp.H711RQ9NXC5protein_codingtolerated(0.1)benign(0.113)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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