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: MIA

Gene summary for MIA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIA

Gene ID

8190

Gene nameMIA SH3 domain containing
Gene AliasCD-RAP
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A024R0P1


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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
8190MIAGSM4909281HumanBreastIDC3.04e-539.78e-010.21
8190MIAGSM4909282HumanBreastIDC5.85e-053.01e-01-0.0288
8190MIAGSM4909285HumanBreastIDC4.96e-031.63e-010.21
8190MIAGSM4909286HumanBreastIDC1.23e-032.25e-010.1081
8190MIAGSM4909290HumanBreastIDC6.20e-06-2.03e-010.2096
8190MIAGSM4909291HumanBreastIDC1.86e-04-2.03e-010.1753
8190MIAGSM4909294HumanBreastIDC8.07e-06-1.87e-010.2022
8190MIAGSM4909299HumanBreastIDC2.92e-429.57e-010.035
8190MIAGSM4909301HumanBreastIDC1.55e-03-1.98e-010.1577
8190MIAGSM4909302HumanBreastIDC1.35e-03-1.78e-010.1545
8190MIAGSM4909304HumanBreastIDC8.07e-06-2.02e-010.1636
8190MIAGSM4909308HumanBreastIDC1.06e-07-2.03e-010.158
8190MIAGSM4909309HumanBreastIDC4.42e-034.21e-010.0483
8190MIAGSM4909311HumanBreastIDC4.70e-053.39e-020.1534
8190MIAGSM4909312HumanBreastIDC3.78e-06-2.03e-010.1552
8190MIAGSM4909313HumanBreastIDC2.74e-126.43e-010.0391
8190MIAGSM4909315HumanBreastIDC3.78e-06-2.03e-010.21
8190MIAGSM4909319HumanBreastIDC3.78e-06-2.03e-010.1563
8190MIAGSM4909321HumanBreastIDC8.07e-06-2.03e-010.1559
8190MIActrl6HumanBreastPrecancer1.43e-02-2.03e-01-0.0061
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:00354595EsophagusESCCvesicle cargo loading19/855227/187238.35e-032.95e-0219
GO:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:190303717EsophagusESCCregulation of leukocyte cell-cell adhesion174/8552336/187231.36e-024.43e-02174
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:00069007LiverNAFLDvesicle budding from membrane17/188261/187237.31e-051.52e-0317
GO:00354593LiverNAFLDvesicle cargo loading10/188227/187231.74e-043.08e-0310
GO:00160505LiverNAFLDvesicle organization50/1882300/187232.42e-044.06e-0350
GO:0090110LiverNAFLDCOPII-coated vesicle cargo loading7/188215/187233.18e-044.95e-037
GO:00901143LiverNAFLDCOPII-coated vesicle budding10/188229/187233.42e-045.22e-0310
GO:00068885LiverNAFLDendoplasmic reticulum to Golgi vesicle-mediated transport26/1882130/187234.78e-046.78e-0326
GO:00355926LiverNAFLDestablishment of protein localization to extracellular region52/1882360/187234.80e-033.81e-0252
GO:00016676LiverNAFLDameboidal-type cell migration65/1882475/187236.32e-034.69e-0265
GO:00093066LiverNAFLDprotein secretion51/1882359/187237.17e-034.96e-0251
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000688811LiverCirrhoticendoplasmic reticulum to Golgi vesicle-mediated transport77/4634130/187235.78e-177.56e-1577
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:000690012LiverCirrhoticvesicle budding from membrane41/463461/187233.12e-122.25e-1041
GO:00709724LiverCirrhoticprotein localization to endoplasmic reticulum45/463474/187234.79e-112.73e-0945
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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
MIASNVMissense_Mutationnovelc.350N>Cp.Gly117Alap.G117AQ16674protein_codingtolerated(0.85)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MIAinsertionNonsense_Mutationnovelc.388_389insTGGCATTTAAGCTGAGATTCATATGACAAGp.Cys130delinsLeuAlaPheLysLeuArgPheIleTerGlnGlyp.C130delinsLAFKLRFI*QGQ16674protein_codingTCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
MIASNVMissense_Mutationnovelc.328G>Ap.Glu110Lysp.E110KQ16674protein_codingdeleterious(0)probably_damaging(0.994)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MIASNVMissense_Mutationnovelc.172N>Ap.Asp58Asnp.D58NQ16674protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MIASNVMissense_Mutationc.166N>Ap.Ala56Thrp.A56TQ16674protein_codingdeleterious(0.04)benign(0.368)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MIASNVMissense_Mutationrs375928719c.107G>Ap.Cys36Tyrp.C36YQ16674protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-3592-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
MIAinsertionFrame_Shift_Insnovelc.84_85insAp.Leu30AlafsTer3p.L30Afs*3Q16674protein_codingTCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MIASNVMissense_Mutationnovelc.122N>Ap.Cys41Tyrp.C41YQ16674protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MIASNVMissense_Mutationc.296N>Ap.Arg99Hisp.R99HQ16674protein_codingtolerated(0.06)benign(0.03)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MIASNVMissense_Mutationrs758349845c.137C>Tp.Ser46Phep.S46FQ16674protein_codingtolerated(0.1)probably_damaging(0.993)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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
8190MIAGROWTH FACTOR, DRUGGABLE GENOMETGFBETA116845326
8190MIAGROWTH FACTOR, DRUGGABLE GENOMETRP-115760338
8190MIAGROWTH FACTOR, DRUGGABLE GENOMELYMPHOKINE-ACTIVATED KILLER CELL15386421
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