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: MYL5

Gene summary for MYL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYL5

Gene ID

4636

Gene namemyosin light chain 5
Gene AliasMYLC2
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q02045


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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
4636MYL5HCC1_MengHumanLiverHCC4.82e-171.05e-020.0246
4636MYL5HCC2HumanLiverHCC4.92e-023.25e+000.5341
4636MYL5S016HumanLiverHCC2.21e-022.32e-020.2243
4636MYL5S027HumanLiverHCC3.30e-043.32e-010.2446
4636MYL5S028HumanLiverHCC3.49e-103.55e-010.2503
4636MYL5S029HumanLiverHCC4.28e-125.09e-010.2581
4636MYL5C21HumanOral cavityOSCC1.64e-042.37e-010.2678
4636MYL5C30HumanOral cavityOSCC9.01e-064.63e-010.3055
4636MYL5C38HumanOral cavityOSCC4.41e-056.12e-010.172
4636MYL5C46HumanOral cavityOSCC3.98e-133.36e-010.1673
4636MYL5C57HumanOral cavityOSCC5.67e-031.70e-010.1679
4636MYL5LN46HumanOral cavityOSCC2.45e-023.48e-010.1666
4636MYL5LP15HumanOral cavityLP1.98e-035.99e-010.2174
4636MYL5SYSMH1HumanOral cavityOSCC2.34e-021.83e-010.1127
4636MYL5SYSMH2HumanOral cavityOSCC3.49e-093.52e-010.2326
4636MYL5SYSMH3HumanOral cavityOSCC4.51e-021.51e-010.2442
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0452042LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0513142LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0452052LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0513152LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0467052LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0513130Oral cavityOSCCShigellosis150/3704247/84653.96e-083.12e-071.59e-07150
hsa0452029Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa0467030Oral cavityOSCCLeukocyte transendothelial migration63/3704114/84658.46e-031.96e-029.95e-0363
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
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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
MYL5SNVMissense_Mutationnovelc.82G>Ap.Glu28Lysp.E28KQ02045protein_codingdeleterious(0)benign(0.348)TCGA-AC-A3TN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
MYL5SNVMissense_Mutationc.137G>Cp.Arg46Prop.R46PQ02045protein_codingdeleterious(0)possibly_damaging(0.842)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
MYL5SNVMissense_Mutationc.137N>Cp.Arg46Prop.R46PQ02045protein_codingdeleterious(0)possibly_damaging(0.842)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
MYL5SNVMissense_Mutationnovelc.415N>Ap.Glu139Lysp.E139KQ02045protein_codingdeleterious(0)benign(0.129)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
MYL5SNVMissense_Mutationc.62N>Tp.Ser21Phep.S21FQ02045protein_codingdeleterious(0.01)possibly_damaging(0.782)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MYL5SNVMissense_Mutationnovelc.206N>Gp.Asp69Glyp.D69GQ02045protein_codingdeleterious(0)benign(0.08)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MYL5SNVMissense_Mutationc.143N>Ap.Gly48Aspp.G48DQ02045protein_codingdeleterious(0)probably_damaging(0.969)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MYL5SNVMissense_Mutationnovelc.147C>Ap.Phe49Leup.F49LQ02045protein_codingdeleterious(0.04)benign(0.26)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MYL5deletionFrame_Shift_Delnovelc.31delNp.Gly12ValfsTer44p.G12Vfs*44Q02045protein_codingTCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MYL5SNVMissense_Mutationnovelc.70N>Gp.Phe24Valp.F24VQ02045protein_codingdeleterious(0)possibly_damaging(0.619)TCGA-AJ-A3EL-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
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