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: MYL9

Gene summary for MYL9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MYL9

Gene ID

10398

Gene namemyosin light chain 9
Gene AliasLC20
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P24844


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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
10398MYL9GSM4909281HumanBreastIDC4.24e-681.14e+000.21
10398MYL9GSM4909282HumanBreastIDC1.77e-022.84e-01-0.0288
10398MYL9GSM4909287HumanBreastIDC2.13e-115.23e-010.2057
10398MYL9GSM4909291HumanBreastIDC6.73e-044.47e-010.1753
10398MYL9GSM4909294HumanBreastIDC5.30e-07-2.11e-010.2022
10398MYL9GSM4909295HumanBreastIDC7.51e-137.29e-010.0898
10398MYL9GSM4909296HumanBreastIDC1.17e-02-1.53e-010.1524
10398MYL9GSM4909311HumanBreastIDC1.62e-05-8.97e-020.1534
10398MYL9GSM4909315HumanBreastIDC8.30e-08-2.25e-010.21
10398MYL9GSM4909319HumanBreastIDC2.85e-07-1.49e-010.1563
10398MYL9GSM4909321HumanBreastIDC1.81e-03-1.28e-010.1559
10398MYL9brca3HumanBreastPrecancer3.66e-093.96e-01-0.0263
10398MYL9brca10HumanBreastPrecancer7.92e-054.60e-01-0.0029
10398MYL9DCIS2HumanBreastDCIS2.70e-114.85e-020.0085
10398MYL9AEH-subject1HumanEndometriumAEH1.10e-34-8.34e-01-0.3059
10398MYL9AEH-subject2HumanEndometriumAEH2.34e-31-7.85e-01-0.2525
10398MYL9AEH-subject3HumanEndometriumAEH5.68e-27-7.60e-01-0.2576
10398MYL9AEH-subject4HumanEndometriumAEH2.19e-27-7.98e-01-0.2657
10398MYL9AEH-subject5HumanEndometriumAEH6.06e-39-8.26e-01-0.2953
10398MYL9EEC-subject1HumanEndometriumEEC4.07e-39-8.78e-01-0.2682
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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
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
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
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:00341099BreastPrecancerhomotypic cell-cell adhesion18/108090/187233.15e-061.03e-0418
GO:00420609BreastPrecancerwound healing48/1080422/187235.48e-061.63e-0448
GO:00508789BreastPrecancerregulation of body fluid levels40/1080379/187231.68e-042.77e-0340
GO:00705278BreastPrecancerplatelet aggregation12/108067/187234.02e-045.43e-0312
GO:00075995BreastPrecancerhemostasis24/1080222/187232.31e-032.15e-0224
GO:00075965BreastPrecancerblood coagulation23/1080217/187233.61e-032.98e-0223
GO:00508175BreastPrecancercoagulation23/1080222/187234.78e-033.64e-0223
GO:0030168BreastPrecancerplatelet activation15/1080123/187234.80e-033.64e-0215
GO:003410913BreastIDChomotypic cell-cell adhesion20/143490/187231.20e-053.17e-0420
GO:004206014BreastIDCwound healing55/1434422/187237.27e-051.45e-0355
GO:005087813BreastIDCregulation of body fluid levels50/1434379/187231.12e-042.10e-0350
GO:007052713BreastIDCplatelet aggregation12/143467/187234.53e-033.49e-0212
GO:00030125BreastIDCmuscle system process50/1434452/187235.52e-034.05e-0250
GO:005087823BreastDCISregulation of body fluid levels50/1390379/187235.17e-051.06e-0350
GO:004206024BreastDCISwound healing54/1390422/187236.09e-051.22e-0354
GO:003410923BreastDCIShomotypic cell-cell adhesion18/139090/187239.33e-051.71e-0318
GO:000301212BreastDCISmuscle system process50/1390452/187233.02e-032.57e-0250
GO:004206016EndometriumAEHwound healing91/2100422/187234.85e-104.61e-0891
GO:003410915EndometriumAEHhomotypic cell-cell adhesion26/210090/187233.75e-061.00e-0426
GO:00030126EndometriumAEHmuscle system process78/2100452/187236.89e-051.06e-0378
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0467018BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0452018BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0467019BreastPrecancerLeukocyte transendothelial migration20/684114/84657.26e-045.33e-034.09e-0320
hsa0452019BreastPrecancerAdherens junction17/68493/84651.11e-037.57e-035.80e-0317
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0467024BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481014BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa045109BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0453034BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0467034BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0481015BreastIDCRegulation of actin cytoskeleton36/867229/84655.79e-033.13e-022.34e-0236
hsa0451013BreastIDCFocal adhesion32/867203/84658.60e-034.23e-023.17e-0232
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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
MYL9SNVMissense_Mutationc.228N>Cp.Glu76Aspp.E76DP24844protein_codingtolerated(0.06)benign(0.007)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MYL9SNVMissense_Mutationrs768626963c.179C>Tp.Ser60Leup.S60LP24844protein_codingdeleterious(0)probably_damaging(0.978)TCGA-JX-A3PZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MYL9SNVMissense_Mutationnovelc.409N>Ap.Glu137Lysp.E137KP24844protein_codingdeleterious(0)possibly_damaging(0.771)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MYL9SNVMissense_Mutationnovelc.17C>Tp.Ala6Valp.A6VP24844protein_codingdeleterious(0.03)benign(0.04)TCGA-AA-A02E-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
MYL9SNVMissense_Mutationc.20N>Gp.Lys7Argp.K7RP24844protein_codingtolerated(0.1)benign(0.229)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MYL9SNVMissense_Mutationc.361N>Ap.Asp121Asnp.D121NP24844protein_codingtolerated(0.09)benign(0.111)TCGA-AG-4001-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MYL9SNVMissense_Mutationc.40N>Tp.Arg14Trpp.R14WP24844protein_codingdeleterious(0)possibly_damaging(0.609)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
MYL9SNVMissense_Mutationc.351N>Ap.Phe117Leup.F117LP24844protein_codingtolerated(0.66)benign(0)TCGA-AH-6643-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
MYL9SNVMissense_Mutationrs766224371c.233N>Tp.Pro78Leup.P78LP24844protein_codingdeleterious(0.03)benign(0.051)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
MYL9SNVMissense_Mutationrs768877867c.49N>Tp.Arg17Trpp.R17WP24844protein_codingtolerated(0.07)possibly_damaging(0.683)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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