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: MARCKSL1

Gene summary for MARCKSL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARCKSL1

Gene ID

65108

Gene nameMARCKS like 1
Gene AliasF52
Cytomap1p35.1
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

P49006


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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
65108MARCKSL1GSM4909281HumanBreastIDC5.44e-526.68e-010.21
65108MARCKSL1GSM4909282HumanBreastIDC6.27e-234.98e-01-0.0288
65108MARCKSL1GSM4909285HumanBreastIDC1.27e-788.00e-010.21
65108MARCKSL1GSM4909286HumanBreastIDC5.08e-898.75e-010.1081
65108MARCKSL1GSM4909288HumanBreastIDC7.07e-216.13e-010.0988
65108MARCKSL1GSM4909289HumanBreastIDC2.67e-105.84e-010.1064
65108MARCKSL1GSM4909290HumanBreastIDC1.60e-114.39e-010.2096
65108MARCKSL1GSM4909293HumanBreastIDC1.71e-546.66e-010.1581
65108MARCKSL1GSM4909294HumanBreastIDC2.13e-606.33e-010.2022
65108MARCKSL1GSM4909296HumanBreastIDC1.15e-12-3.60e-010.1524
65108MARCKSL1GSM4909297HumanBreastIDC9.37e-332.52e-010.1517
65108MARCKSL1GSM4909298HumanBreastIDC2.20e-386.06e-010.1551
65108MARCKSL1GSM4909301HumanBreastIDC8.56e-03-3.07e-010.1577
65108MARCKSL1GSM4909304HumanBreastIDC2.48e-043.19e-010.1636
65108MARCKSL1GSM4909305HumanBreastIDC5.70e-144.60e-010.0436
65108MARCKSL1GSM4909306HumanBreastIDC4.39e-406.50e-010.1564
65108MARCKSL1GSM4909307HumanBreastIDC1.46e-103.26e-010.1569
65108MARCKSL1GSM4909308HumanBreastIDC4.70e-144.28e-010.158
65108MARCKSL1GSM4909309HumanBreastIDC1.74e-051.07e-010.0483
65108MARCKSL1GSM4909311HumanBreastIDC1.71e-42-1.58e-010.1534
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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
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:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:000701524BreastDCISactin filament organization56/1390442/187235.90e-051.19e-0356
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:000701515CervixHSIL_HPVactin filament organization43/737442/187234.77e-083.59e-0643
GO:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:00070151ColorectumSERactin filament organization134/2897442/187231.39e-155.70e-13134
GO:00070152ColorectumMSSactin filament organization146/3467442/187231.16e-132.67e-11146
GO:00070153ColorectumMSI-Hactin filament organization50/1319442/187236.19e-041.21e-0250
GO:00070154ColorectumFAPactin filament organization125/2622442/187231.97e-153.03e-12125
GO:000701516EndometriumAEHactin filament organization98/2100442/187231.99e-112.98e-0998
GO:000701517EndometriumEECactin filament organization95/2168442/187231.31e-091.09e-0795
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:000701512LiverCirrhoticactin filament organization171/4634442/187233.93e-112.30e-09171
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:000701532LiverCystactin filament organization24/496442/187237.70e-042.07e-0224
GO:00070158LungIACactin filament organization92/2061442/187231.01e-091.93e-0792
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:0007015110Oral cavityLPactin filament organization143/4623442/187231.44e-041.65e-03143
GO:000701518ProstateBPHactin filament organization147/3107442/187233.36e-181.15e-15147
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0514012BreastIDCLeishmaniasis16/86777/84654.35e-032.57e-021.92e-0216
hsa0514013BreastIDCLeishmaniasis16/86777/84654.35e-032.57e-021.92e-0216
hsa0514021BreastDCISLeishmaniasis17/84677/84651.29e-039.06e-036.67e-0317
hsa0514031BreastDCISLeishmaniasis17/84677/84651.29e-039.06e-036.67e-0317
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
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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
MARCKSL1SNVMissense_Mutationc.356N>Gp.Ser119Cysp.S119CP49006protein_codingdeleterious(0)probably_damaging(0.969)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MARCKSL1SNVMissense_Mutationc.480N>Tp.Glu160Aspp.E160DP49006protein_codingtolerated(0.06)probably_damaging(0.95)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MARCKSL1SNVMissense_Mutationc.310N>Cp.Ser104Prop.S104PP49006protein_codingtolerated(0.08)possibly_damaging(0.518)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARCKSL1SNVMissense_Mutationc.191C>Tp.Ala64Valp.A64VP49006protein_codingdeleterious(0.01)benign(0.037)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
MARCKSL1SNVMissense_Mutationc.320N>Tp.Arg107Ilep.R107IP49006protein_codingdeleterious(0)possibly_damaging(0.701)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MARCKSL1SNVMissense_Mutationrs770620654c.276N>Ap.Phe92Leup.F92LP49006protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MARCKSL1SNVMissense_Mutationrs770620654c.276C>Ap.Phe92Leup.F92LP49006protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MARCKSL1SNVMissense_Mutationrs770620654c.276N>Ap.Phe92Leup.F92LP49006protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-EO-A3AY-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
MARCKSL1SNVMissense_Mutationnovelc.565G>Ap.Ala189Thrp.A189TP49006protein_codingtolerated(0.06)benign(0.077)TCGA-EY-A1GF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MARCKSL1insertionFrame_Shift_Insrs749563695c.246dupCp.Lys83GlnfsTer33p.K83Qfs*33P49006protein_codingTCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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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
65108MARCKSL1KINASEIFN11483670
65108MARCKSL1KINASEIL-611483670
65108MARCKSL1KINASEPMA8596017
65108MARCKSL1KINASETNF-ALPHA11483670
65108MARCKSL1KINASESTAUROSPORINESTAUROSPORINE1730592
65108MARCKSL1KINASEHERBIMYCIN A11483670
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