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: MYO6

Gene summary for MYO6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYO6

Gene ID

4646

Gene namemyosin VI
Gene AliasDFNA22
Cytomap6q14.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9UM54


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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
4646MYO6CA_HPV_1HumanCervixCC3.23e-05-2.37e-010.0264
4646MYO6CCI_3HumanCervixCC1.01e-077.43e-010.516
4646MYO6H2HumanCervixHSIL_HPV2.37e-327.81e-010.0632
4646MYO6HTA11_3410_2000001011HumanColorectumAD2.69e-12-5.77e-010.0155
4646MYO6HTA11_696_2000001011HumanColorectumAD2.52e-02-2.89e-01-0.1464
4646MYO6HTA11_866_3004761011HumanColorectumAD7.19e-11-5.89e-010.096
4646MYO6HTA11_8622_2000001021HumanColorectumSER3.88e-02-5.35e-010.0528
4646MYO6HTA11_10711_2000001011HumanColorectumAD1.81e-03-4.74e-010.0338
4646MYO6HTA11_7696_3000711011HumanColorectumAD9.31e-09-3.87e-010.0674
4646MYO6HTA11_6818_2000001021HumanColorectumAD1.89e-02-5.00e-010.0588
4646MYO6HTA11_99999965104_69814HumanColorectumMSS7.86e-034.85e-010.281
4646MYO6HTA11_99999974143_84620HumanColorectumMSS3.73e-08-4.53e-010.3005
4646MYO6F007HumanColorectumFAP2.11e-024.28e-020.1176
4646MYO6A001-C-207HumanColorectumFAP2.01e-023.40e-020.1278
4646MYO6A015-C-203HumanColorectumFAP2.65e-33-2.69e-01-0.1294
4646MYO6A015-C-204HumanColorectumFAP7.85e-06-1.66e-01-0.0228
4646MYO6A014-C-040HumanColorectumFAP1.14e-03-1.73e-01-0.1184
4646MYO6A002-C-201HumanColorectumFAP9.96e-12-4.21e-020.0324
4646MYO6A002-C-203HumanColorectumFAP3.16e-061.80e-010.2786
4646MYO6A001-C-119HumanColorectumFAP3.50e-102.44e-01-0.1557
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:005165011LiverCirrhoticestablishment of vesicle localization58/4634161/187238.98e-046.44e-0358
GO:003070511LiverCirrhoticcytoskeleton-dependent intracellular transport68/4634195/187239.54e-046.77e-0368
GO:005164811LiverCirrhoticvesicle localization62/4634177/187231.37e-039.18e-0362
GO:00427701LiverCirrhoticsignal transduction in response to DNA damage58/4634172/187235.00e-032.59e-0258
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:00427702LiverHCCsignal transduction in response to DNA damage103/7958172/187233.05e-064.04e-05103
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:003033021LiverHCCDNA damage response, signal transduction by p53 class mediator46/795872/187232.02e-041.56e-0346
GO:00995182LiverHCCvesicle cytoskeletal trafficking46/795873/187233.23e-042.28e-0346
GO:00723318LungIACsignal transduction by p53 class mediator47/2061163/187233.13e-107.15e-0847
GO:00070158LungIACactin filament organization92/2061442/187231.01e-091.93e-0792
GO:00427704LungIACsignal transduction in response to DNA damage45/2061172/187232.06e-082.55e-0645
GO:00303308LungIACDNA damage response, signal transduction by p53 class mediator25/206172/187238.32e-088.23e-0625
GO:00307056LungIACcytoskeleton-dependent intracellular transport40/2061195/187237.30e-051.54e-0340
GO:00300486LungIACactin filament-based movement27/2061127/187235.70e-047.89e-0327
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513020CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05130110CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0513225CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0513025CervixHSIL_HPVPathogenic Escherichia coli infection28/459197/84652.36e-064.61e-053.73e-0528
hsa0513235CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0513035CervixHSIL_HPVPathogenic Escherichia coli infection28/459197/84652.36e-064.61e-053.73e-0528
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051301ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051322ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051323ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051304ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051305ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa051308ColorectumFAPPathogenic Escherichia coli infection62/1404197/84651.37e-073.08e-061.87e-0662
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
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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
MYO6SNVMissense_Mutationrs199798449c.1030N>Ap.Val344Ilep.V344IQ9UM54protein_codingtolerated(0.14)possibly_damaging(0.787)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MYO6SNVMissense_Mutationc.196N>Tp.Met66Leup.M66LQ9UM54protein_codingdeleterious(0.02)possibly_damaging(0.527)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
MYO6SNVMissense_Mutationrs753343273c.2687N>Gp.Gln896Argp.Q896RQ9UM54protein_codingdeleterious(0.04)benign(0.025)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
MYO6SNVMissense_Mutationc.1720N>Cp.Asp574Hisp.D574HQ9UM54protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MYO6SNVMissense_Mutationc.1753N>Cp.Ala585Prop.A585PQ9UM54protein_codingdeleterious(0.04)probably_damaging(0.993)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
MYO6SNVMissense_Mutationnovelc.3487N>Ap.Glu1163Lysp.E1163KQ9UM54protein_codingtolerated(0.86)possibly_damaging(0.832)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
MYO6SNVMissense_Mutationc.376C>Tp.His126Tyrp.H126YQ9UM54protein_codingdeleterious(0)probably_damaging(0.966)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MYO6SNVMissense_Mutationc.2531N>Ap.Gly844Aspp.G844DQ9UM54protein_codingtolerated(0.36)benign(0.015)TCGA-GM-A2DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
MYO6SNVMissense_Mutationc.1343N>Tp.Ser448Leup.S448LQ9UM54protein_codingdeleterious(0)probably_damaging(0.985)TCGA-GM-A2DO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
MYO6SNVMissense_Mutationnovelc.3664N>Tp.Asp1222Tyrp.D1222YQ9UM54protein_codingdeleterious(0)probably_damaging(1)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
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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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