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: MARCO

Gene summary for MARCO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MARCO

Gene ID

8685

Gene namemacrophage receptor with collagenous structure
Gene AliasSCARA2
Cytomap2q14.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q4ZG40


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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
8685MARCOC21HumanOral cavityOSCC1.31e-062.73e-010.2678
8685MARCOC46HumanOral cavityOSCC1.22e-299.08e-010.1673
8685MARCOLN46HumanOral cavityOSCC8.91e-321.27e+000.1666
8685MARCOATC2HumanThyroidATC2.49e-068.52e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000689810Oral cavityOSCCreceptor-mediated endocytosis125/7305244/187236.56e-055.32e-04125
GO:00972424Oral cavityOSCCamyloid-beta clearance24/730538/187232.21e-031.00e-0224
GO:00434107Oral cavityOSCCpositive regulation of MAPK cascade213/7305480/187238.71e-033.16e-02213
GO:00703716Oral cavityOSCCERK1 and ERK2 cascade150/7305330/187239.47e-033.38e-02150
GO:00703724Oral cavityOSCCregulation of ERK1 and ERK2 cascade140/7305309/187231.34e-024.46e-02140
GO:000689826ThyroidATCreceptor-mediated endocytosis118/6293244/187231.17e-061.50e-05118
GO:009724221ThyroidATCamyloid-beta clearance23/629338/187236.05e-043.44e-0323
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa04145113Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
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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
SCGB3A2MARCOSCGB3A2_MARCOUGRP1LungAAH
SCGB3A2MARCOSCGB3A2_MARCOUGRP1LungAIS
SCGB3A2MARCOSCGB3A2_MARCOUGRP1LungHealthy
SCGB3A2MARCOSCGB3A2_MARCOUGRP1LungMIAC
SCGB3A2MARCOSCGB3A2_MARCOUGRP1LungPrecancer
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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
MARCOSNVMissense_Mutationnovelc.454N>Tp.Ala152Serp.A152SQ9UEW3protein_codingtolerated(0.59)benign(0.01)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
MARCOSNVMissense_Mutationrs371994323c.1466N>Ap.Arg489Glnp.R489QQ9UEW3protein_codingtolerated(0.54)benign(0.409)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MARCOSNVMissense_Mutationc.1387C>Ap.Leu463Metp.L463MQ9UEW3protein_codingtolerated(0.06)probably_damaging(0.995)TCGA-EW-A1J3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
MARCOSNVMissense_Mutationc.515N>Ap.Gly172Glup.G172EQ9UEW3protein_codingdeleterious(0.01)possibly_damaging(0.874)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MARCOSNVMissense_Mutationc.1293N>Ap.Asn431Lysp.N431KQ9UEW3protein_codingtolerated(0.4)possibly_damaging(0.849)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARCOSNVMissense_Mutationc.1427C>Tp.Ala476Valp.A476VQ9UEW3protein_codingdeleterious(0.02)possibly_damaging(0.557)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARCOSNVMissense_Mutationrs200590124c.1558G>Ap.Val520Ilep.V520IQ9UEW3protein_codingtolerated_low_confidence(0.84)benign(0.198)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MARCOSNVMissense_Mutationrs554794950c.31G>Ap.Glu11Lysp.E11KQ9UEW3protein_codingtolerated(0.42)benign(0.013)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MARCOSNVMissense_Mutationc.605N>Cp.Gly202Alap.G202AQ9UEW3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3866-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MARCOSNVMissense_Mutationnovelc.875N>Ap.Gly292Aspp.G292DQ9UEW3protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3870-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
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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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