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: MARCKS

Gene summary for MARCKS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARCKS

Gene ID

4082

Gene namemyristoylated alanine rich protein kinase C substrate
Gene Alias80K-L
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

P29966


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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
4082MARCKSGSM4909286HumanBreastIDC3.54e-06-2.31e-010.1081
4082MARCKSGSM4909289HumanBreastIDC3.64e-034.75e-010.1064
4082MARCKSGSM4909290HumanBreastIDC2.21e-042.81e-010.2096
4082MARCKSGSM4909291HumanBreastIDC1.14e-13-5.90e-010.1753
4082MARCKSGSM4909294HumanBreastIDC2.07e-021.16e-010.2022
4082MARCKSGSM4909296HumanBreastIDC6.40e-26-5.66e-010.1524
4082MARCKSGSM4909297HumanBreastIDC1.53e-16-1.35e-010.1517
4082MARCKSGSM4909298HumanBreastIDC2.54e-19-5.49e-010.1551
4082MARCKSGSM4909301HumanBreastIDC6.97e-05-2.33e-010.1577
4082MARCKSGSM4909302HumanBreastIDC2.45e-18-5.50e-010.1545
4082MARCKSGSM4909304HumanBreastIDC2.43e-30-6.12e-010.1636
4082MARCKSGSM4909306HumanBreastIDC1.04e-21-5.67e-010.1564
4082MARCKSGSM4909307HumanBreastIDC1.05e-25-6.03e-010.1569
4082MARCKSGSM4909308HumanBreastIDC1.22e-21-6.06e-010.158
4082MARCKSGSM4909309HumanBreastIDC9.19e-05-1.47e-010.0483
4082MARCKSGSM4909311HumanBreastIDC2.70e-37-6.56e-010.1534
4082MARCKSGSM4909312HumanBreastIDC2.67e-42-6.63e-010.1552
4082MARCKSGSM4909315HumanBreastIDC8.72e-05-3.12e-010.21
4082MARCKSGSM4909319HumanBreastIDC2.21e-38-6.47e-010.1563
4082MARCKSGSM4909320HumanBreastIDC8.64e-09-5.43e-010.1575
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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
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
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:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00510179BreastPrecanceractin filament bundle assembly18/1080157/187234.17e-033.28e-0218
GO:00615729BreastPrecanceractin filament bundle organization18/1080161/187235.43e-034.01e-0218
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:005101714BreastIDCactin filament bundle assembly24/1434157/187238.73e-041.01e-0224
GO:006157214BreastIDCactin filament bundle organization24/1434161/187231.25e-031.33e-0224
GO:000701524BreastDCISactin filament organization56/1390442/187235.90e-051.19e-0356
GO:005101724BreastDCISactin filament bundle assembly25/1390157/187232.31e-043.65e-0325
GO:006157224BreastDCISactin filament bundle organization25/1390161/187233.43e-044.90e-0325
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:006157210CervixCCactin filament bundle organization44/2311161/187232.08e-079.34e-0644
GO:005101710CervixCCactin filament bundle assembly43/2311157/187232.66e-071.12e-0543
GO:000701515CervixHSIL_HPVactin filament organization43/737442/187234.77e-083.59e-0643
GO:000701525CervixN_HPVactin filament organization29/534442/187233.00e-058.02e-0429
GO:005101725CervixN_HPVactin filament bundle assembly12/534157/187231.85e-031.83e-0212
GO:006157225CervixN_HPVactin filament bundle organization12/534161/187232.28e-032.12e-0212
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0061572ColorectumADactin filament bundle organization60/3918161/187231.33e-064.23e-0560
GO:0051017ColorectumADactin filament bundle assembly58/3918157/187232.74e-067.89e-0558
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0466612CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa0466613CervixCCFc gamma R-mediated phagocytosis31/126797/84651.78e-051.42e-048.40e-0531
hsa04666ColorectumADFc gamma R-mediated phagocytosis46/209297/84659.10e-071.22e-057.77e-0646
hsa046661ColorectumADFc gamma R-mediated phagocytosis46/209297/84659.10e-071.22e-057.77e-0646
hsa046662ColorectumSERFc gamma R-mediated phagocytosis39/158097/84655.84e-079.70e-067.04e-0639
hsa046663ColorectumSERFc gamma R-mediated phagocytosis39/158097/84655.84e-079.70e-067.04e-0639
hsa046664ColorectumMSSFc gamma R-mediated phagocytosis45/187597/84659.30e-081.56e-069.55e-0745
hsa046665ColorectumMSSFc gamma R-mediated phagocytosis45/187597/84659.30e-081.56e-069.55e-0745
hsa046666ColorectumFAPFc gamma R-mediated phagocytosis35/140497/84652.46e-064.28e-052.60e-0535
hsa046667ColorectumFAPFc gamma R-mediated phagocytosis35/140497/84652.46e-064.28e-052.60e-0535
hsa0466614EndometriumAEHFc gamma R-mediated phagocytosis27/119797/84653.02e-042.39e-031.75e-0327
hsa0466615EndometriumAEHFc gamma R-mediated phagocytosis27/119797/84653.02e-042.39e-031.75e-0327
hsa0466621EndometriumEECFc gamma R-mediated phagocytosis27/123797/84655.15e-043.83e-032.85e-0327
hsa0466631EndometriumEECFc gamma R-mediated phagocytosis27/123797/84655.15e-043.83e-032.85e-0327
hsa0466620EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa04666110EsophagusESCCFc gamma R-mediated phagocytosis63/420597/84651.63e-034.89e-032.50e-0363
hsa0466610LiverHCCFc gamma R-mediated phagocytosis58/402097/84659.65e-032.52e-021.40e-0258
hsa0466611LiverHCCFc gamma R-mediated phagocytosis58/402097/84659.65e-032.52e-021.40e-0258
hsa0466618Oral cavityOSCCFc gamma R-mediated phagocytosis60/370497/84652.35e-047.72e-043.93e-0460
hsa0466619Oral cavityOSCCFc gamma R-mediated phagocytosis60/370497/84652.35e-047.72e-043.93e-0460
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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
MARCKSSNVMissense_Mutationc.83N>Tp.Pro28Leup.P28LP29966protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DR-A0ZL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MARCKSdeletionFrame_Shift_Delc.974delNp.Pro327GlnfsTer42p.P327Qfs*42P29966protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARCKSinsertionFrame_Shift_Insrs770972906c.973_974insCp.Ala328SerfsTer14p.A328Sfs*14P29966protein_codingTCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MARCKSdeletionFrame_Shift_Delc.939delCp.Ser314HisfsTer55p.S314Hfs*55P29966protein_codingTCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MARCKSdeletionFrame_Shift_Delc.974delNp.Pro327GlnfsTer42p.P327Qfs*42P29966protein_codingTCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
MARCKSSNVMissense_Mutationnovelc.983N>Tp.Ala328Valp.A328VP29966protein_codingtolerated_low_confidence(0.21)benign(0.193)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MARCKSdeletionFrame_Shift_Delc.980delCp.Pro327GlnfsTer42p.P327Qfs*42P29966protein_codingTCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
MARCKSdeletionFrame_Shift_Delc.974delNp.Pro327GlnfsTer42p.P327Qfs*42P29966protein_codingTCGA-EY-A547-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MARCKSSNVMissense_Mutationnovelc.590C>Ap.Ala197Aspp.A197DP29966protein_codingdeleterious_low_confidence(0.02)benign(0.041)TCGA-86-A4D0-01Lunglung adenocarcinomaMale<65I/IIChemotherapyetoposideCR
MARCKSSNVMissense_Mutationnovelc.913N>Ap.Ala305Thrp.A305TP29966protein_codingtolerated_low_confidence(0.15)benign(0.003)TCGA-97-7938-01Lunglung adenocarcinomaFemale>=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
4082MARCKSKINASEBIO-11006BIO-11006
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