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: MYO9A

Gene summary for MYO9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYO9A

Gene ID

4649

Gene namemyosin IXA
Gene AliasCMS24
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B2RTY4


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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
4649MYO9AHTA11_3410_2000001011HumanColorectumAD3.30e-26-7.74e-010.0155
4649MYO9AHTA11_2487_2000001011HumanColorectumSER2.62e-07-6.48e-01-0.1808
4649MYO9AHTA11_2951_2000001011HumanColorectumAD3.04e-07-1.08e+000.0216
4649MYO9AHTA11_3361_2000001011HumanColorectumAD7.02e-11-8.07e-01-0.1207
4649MYO9AHTA11_696_2000001011HumanColorectumAD7.50e-16-5.75e-01-0.1464
4649MYO9AHTA11_866_2000001011HumanColorectumAD1.35e-03-3.69e-01-0.1001
4649MYO9AHTA11_2992_2000001011HumanColorectumSER2.88e-03-7.24e-01-0.1706
4649MYO9AHTA11_5212_2000001011HumanColorectumAD1.56e-04-7.06e-01-0.2061
4649MYO9AHTA11_5216_2000001011HumanColorectumSER1.74e-02-7.57e-01-0.1462
4649MYO9AHTA11_7862_2000001011HumanColorectumAD1.87e-04-6.49e-01-0.0179
4649MYO9AHTA11_866_3004761011HumanColorectumAD5.01e-22-8.06e-010.096
4649MYO9AHTA11_4255_2000001011HumanColorectumSER4.14e-03-6.32e-010.0446
4649MYO9AHTA11_8622_2000001021HumanColorectumSER6.02e-05-8.00e-010.0528
4649MYO9AHTA11_10711_2000001011HumanColorectumAD3.90e-09-6.62e-010.0338
4649MYO9AHTA11_7696_3000711011HumanColorectumAD1.37e-18-6.00e-010.0674
4649MYO9AHTA11_6818_2000001021HumanColorectumAD1.27e-04-5.61e-010.0588
4649MYO9AHTA11_99999970781_79442HumanColorectumMSS4.46e-37-7.27e-010.294
4649MYO9AHTA11_99999971662_82457HumanColorectumMSS4.81e-37-8.11e-010.3859
4649MYO9AHTA11_99999973899_84307HumanColorectumMSS3.02e-04-6.51e-010.2585
4649MYO9AHTA11_99999974143_84620HumanColorectumMSS1.11e-47-8.79e-010.3005
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0030010ColorectumADestablishment of cell polarity50/3918143/187236.90e-051.11e-0350
GO:0045197ColorectumADestablishment or maintenance of epithelial cell apical/basal polarity20/391844/187232.26e-042.94e-0320
GO:0035088ColorectumADestablishment or maintenance of apical/basal cell polarity21/391849/187234.31e-044.82e-0321
GO:0061245ColorectumADestablishment or maintenance of bipolar cell polarity21/391849/187234.31e-044.82e-0321
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:0001738ColorectumADmorphogenesis of a polarized epithelium31/391894/187234.30e-032.95e-0231
GO:0030859ColorectumADpolarized epithelial cell differentiation11/391824/187235.43e-033.55e-0211
GO:0090162ColorectumADestablishment of epithelial cell polarity13/391831/187236.53e-034.06e-0213
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00071631ColorectumSERestablishment or maintenance of cell polarity60/2897218/187233.45e-061.33e-0460
GO:00343291ColorectumSERcell junction assembly100/2897420/187234.23e-061.61e-04100
GO:00451971ColorectumSERestablishment or maintenance of epithelial cell apical/basal polarity16/289744/187235.64e-047.83e-0316
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:00350881ColorectumSERestablishment or maintenance of apical/basal cell polarity17/289749/187237.17e-049.44e-0317
GO:00612451ColorectumSERestablishment or maintenance of bipolar cell polarity17/289749/187237.17e-049.44e-0317
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa048144EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa0481411EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa048142EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
hsa048143EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
hsa04814LungMIACMotor proteins21/507193/84655.64e-033.82e-022.76e-0221
hsa048141LungMIACMotor proteins21/507193/84655.64e-033.82e-022.76e-0221
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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
MYO9ASNVMissense_Mutationc.6722A>Tp.Glu2241Valp.E2241VB2RTY4protein_codingdeleterious(0)benign(0.36)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MYO9ASNVMissense_Mutationc.4825G>Ap.Gly1609Argp.G1609RB2RTY4protein_codingtolerated_low_confidence(0.22)possibly_damaging(0.541)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MYO9ASNVMissense_Mutationnovelc.658N>Ap.Asp220Asnp.D220NB2RTY4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AC-A3BB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
MYO9ASNVMissense_Mutationrs764262772c.500G>Ap.Arg167Glnp.R167QB2RTY4protein_codingdeleterious(0.01)possibly_damaging(0.808)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MYO9ASNVMissense_Mutationrs144500644c.5761N>Tp.Arg1921Trpp.R1921WB2RTY4protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MYO9ASNVMissense_Mutationnovelc.2983N>Gp.Gln995Glup.Q995EB2RTY4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MYO9ASNVMissense_Mutationc.424N>Gp.Gln142Glup.Q142EB2RTY4protein_codingtolerated(0.07)benign(0.159)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MYO9ASNVMissense_Mutationc.3359N>Cp.Ile1120Thrp.I1120TB2RTY4protein_codingtolerated(0.85)benign(0)TCGA-BH-A18I-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
MYO9ASNVMissense_Mutationrs757005328c.6257N>Cp.Ile2086Thrp.I2086TB2RTY4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MYO9ASNVMissense_Mutationc.6118N>Cp.Cys2040Argp.C2040RB2RTY4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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