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: MYO1D

Gene summary for MYO1D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYO1D

Gene ID

4642

Gene namemyosin ID
Gene AliasPPP1R108
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

J3QRN6


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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
4642MYO1DCA_HPV_1HumanCervixCC8.51e-03-1.38e-010.0264
4642MYO1DCCI_1HumanCervixCC1.36e-091.22e+000.528
4642MYO1DCCI_2HumanCervixCC9.63e-066.34e-010.5249
4642MYO1DCCI_3HumanCervixCC6.12e-201.29e+000.516
4642MYO1DHTA11_3410_2000001011HumanColorectumAD4.95e-05-3.46e-010.0155
4642MYO1DHTA11_2487_2000001011HumanColorectumSER3.99e-167.49e-01-0.1808
4642MYO1DHTA11_1938_2000001011HumanColorectumAD2.83e-319.75e-01-0.0811
4642MYO1DHTA11_78_2000001011HumanColorectumAD4.24e-148.98e-01-0.1088
4642MYO1DHTA11_347_2000001011HumanColorectumAD6.23e-621.67e+00-0.1954
4642MYO1DHTA11_411_2000001011HumanColorectumSER7.84e-261.54e+00-0.2602
4642MYO1DHTA11_2112_2000001011HumanColorectumSER1.40e-231.19e+00-0.2196
4642MYO1DHTA11_3361_2000001011HumanColorectumAD6.03e-085.06e-01-0.1207
4642MYO1DHTA11_83_2000001011HumanColorectumSER6.48e-331.02e+00-0.1526
4642MYO1DHTA11_696_2000001011HumanColorectumAD4.53e-218.93e-01-0.1464
4642MYO1DHTA11_866_2000001011HumanColorectumAD8.57e-268.99e-01-0.1001
4642MYO1DHTA11_1391_2000001011HumanColorectumAD5.44e-107.46e-01-0.059
4642MYO1DHTA11_2992_2000001011HumanColorectumSER7.82e-138.38e-01-0.1706
4642MYO1DHTA11_5212_2000001011HumanColorectumAD1.50e-075.60e-01-0.2061
4642MYO1DHTA11_546_2000001011HumanColorectumAD4.08e-148.14e-01-0.0842
4642MYO1DHTA11_7663_2000001011HumanColorectumSER3.31e-116.74e-010.0131
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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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00300487CervixCCactin filament-based movement29/2311127/187236.91e-046.33e-0329
GO:00307057CervixCCcytoskeleton-dependent intracellular transport40/2311195/187237.92e-046.99e-0340
GO:00995157CervixCCactin filament-based transport8/231121/187232.44e-031.71e-028
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:00309003CervixCCforebrain development64/2311379/187235.53e-033.19e-0264
GO:00300507CervixCCvesicle transport along actin filament7/231119/187235.65e-033.25e-027
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0051656ColorectumADestablishment of organelle localization131/3918390/187233.00e-092.06e-07131
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0051650ColorectumADestablishment of vesicle localization57/3918161/187231.47e-053.15e-0457
GO:0051648ColorectumADvesicle localization59/3918177/187237.83e-051.25e-0359
GO:0030048ColorectumADactin filament-based movement44/3918127/187232.31e-042.99e-0344
GO:0099515ColorectumADactin filament-based transport12/391821/187233.02e-043.62e-0312
GO:0030050ColorectumADvesicle transport along actin filament11/391819/187234.66e-045.15e-0311
GO:0098927ColorectumADvesicle-mediated transport between endosomal compartments19/391843/187235.03e-045.43e-0319
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00516561ColorectumSERestablishment of organelle localization100/2897390/187231.11e-076.79e-06100
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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
hsa05130110CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051301ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa051302ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
hsa051303ColorectumSERPathogenic Escherichia coli infection60/1580197/84653.63e-054.31e-043.13e-0460
hsa051304ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa051305ColorectumMSSPathogenic Escherichia coli infection73/1875197/84651.10e-061.48e-059.06e-0673
hsa051308ColorectumFAPPathogenic Escherichia coli infection62/1404197/84651.37e-073.08e-061.87e-0662
hsa051309ColorectumFAPPathogenic Escherichia coli infection62/1404197/84651.37e-073.08e-061.87e-0662
hsa0513010ColorectumCRCPathogenic Escherichia coli infection47/1091197/84651.49e-053.84e-042.60e-0447
hsa0513011ColorectumCRCPathogenic Escherichia coli infection47/1091197/84651.49e-053.84e-042.60e-0447
hsa0513026EndometriumAEHPathogenic Escherichia coli infection50/1197197/84651.72e-051.86e-041.36e-0450
hsa048144EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa05130112EndometriumAEHPathogenic Escherichia coli infection50/1197197/84651.72e-051.86e-041.36e-0450
hsa0481411EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa0513027EndometriumEECPathogenic Escherichia coli infection51/1237197/84651.98e-052.28e-041.70e-0451
hsa048142EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
hsa0513036EndometriumEECPathogenic Escherichia coli infection51/1237197/84651.98e-052.28e-041.70e-0451
hsa048143EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
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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
MYO1DSNVMissense_Mutationc.1199N>Ap.Ile400Asnp.I400NO94832protein_codingdeleterious(0)probably_damaging(0.954)TCGA-A2-A0CW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
MYO1DSNVMissense_Mutationrs757720988c.2951G>Ap.Arg984Glnp.R984QO94832protein_codingtolerated(0.4)benign(0.013)TCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MYO1DSNVMissense_Mutationc.1864N>Tp.Arg622Cysp.R622CO94832protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MYO1DinsertionNonsense_Mutationnovelc.1103_1104insAAATAAAATTp.Tyr368Terp.Y368*O94832protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
MYO1DSNVMissense_Mutationc.1864N>Tp.Arg622Cysp.R622CO94832protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MYO1DSNVMissense_Mutationrs773457917c.650N>Ap.Arg217Hisp.R217HO94832protein_codingtolerated(0.23)benign(0.039)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MYO1DSNVMissense_Mutationrs773457917c.650N>Ap.Arg217Hisp.R217HO94832protein_codingtolerated(0.23)benign(0.039)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MYO1DSNVMissense_Mutationc.1864N>Tp.Arg622Cysp.R622CO94832protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MYO1DSNVMissense_Mutationrs375202047c.1813N>Tp.Arg605Cysp.R605CO94832protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
MYO1DSNVMissense_Mutationrs140286436c.1511N>Ap.Arg504Glnp.R504QO94832protein_codingtolerated(0.05)possibly_damaging(0.462)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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