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: MRC2

Gene summary for MRC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRC2

Gene ID

9902

Gene namemannose receptor C type 2
Gene AliasCD280
Cytomap17q23.2
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9UBG0


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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
9902MRC2LZE4THumanEsophagusESCC2.19e-02-1.72e-010.0811
9902MRC2LZE24THumanEsophagusESCC1.07e-03-2.28e-010.0596
9902MRC2LZE6THumanEsophagusESCC1.34e-022.23e-020.0845
9902MRC2P2T-EHumanEsophagusESCC3.51e-147.39e-020.1177
9902MRC2P4T-EHumanEsophagusESCC1.97e-021.35e-010.1323
9902MRC2P8T-EHumanEsophagusESCC3.00e-02-6.24e-020.0889
9902MRC2P11T-EHumanEsophagusESCC3.29e-033.90e-010.1426
9902MRC2P12T-EHumanEsophagusESCC5.58e-10-8.32e-020.1122
9902MRC2P16T-EHumanEsophagusESCC1.26e-176.52e-020.1153
9902MRC2P17T-EHumanEsophagusESCC3.48e-054.07e-020.1278
9902MRC2P20T-EHumanEsophagusESCC2.76e-02-2.02e-020.1124
9902MRC2P21T-EHumanEsophagusESCC2.02e-083.00e-020.1617
9902MRC2P22T-EHumanEsophagusESCC6.53e-043.61e-020.1236
9902MRC2P23T-EHumanEsophagusESCC9.88e-105.30e-010.108
9902MRC2P24T-EHumanEsophagusESCC1.14e-021.01e-010.1287
9902MRC2P26T-EHumanEsophagusESCC1.85e-07-1.19e-010.1276
9902MRC2P27T-EHumanEsophagusESCC8.37e-132.46e-010.1055
9902MRC2P28T-EHumanEsophagusESCC2.86e-131.56e-010.1149
9902MRC2P31T-EHumanEsophagusESCC2.66e-138.28e-020.1251
9902MRC2P32T-EHumanEsophagusESCC6.34e-111.46e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:0032963Oral cavityOSCCcollagen metabolic process54/7305104/187235.00e-031.96e-0254
GO:000150315Oral cavityLPossification123/4623408/187236.55e-033.84e-02123
GO:000164916Oral cavityLPosteoblast differentiation73/4623229/187238.09e-034.40e-0273
GO:00016499ProstateBPHosteoblast differentiation75/3107229/187231.29e-095.57e-0875
GO:00015039ProstateBPHossification107/3107408/187234.31e-078.83e-06107
GO:000164915ProstateTumorosteoblast differentiation77/3246229/187231.55e-097.26e-0877
GO:000150314ProstateTumorossification109/3246408/187231.13e-062.14e-05109
GO:000164923SkincSCCosteoblast differentiation89/4864229/187231.18e-051.51e-0489
GO:000150323SkincSCCossification137/4864408/187233.39e-042.68e-03137
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:0001649111ThyroidPTCosteoblast differentiation102/5968229/187233.66e-053.40e-04102
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:000164932ThyroidATCosteoblast differentiation122/6293229/187236.04e-101.60e-08122
GO:00329633ThyroidATCcollagen metabolic process52/6293104/187233.94e-042.38e-0352
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa04145113Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa0414529Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0515221Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
hsa0414536Oral cavityLPPhagosome73/2418152/84652.37e-073.29e-062.12e-0673
hsa0515231Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
hsa0414526ProstateBPHPhagosome50/1718152/84651.62e-049.40e-045.82e-0450
hsa04145112ProstateBPHPhagosome50/1718152/84651.62e-049.40e-045.82e-0450
hsa0414527ProstateTumorPhagosome52/1791152/84651.19e-047.42e-044.60e-0452
hsa0414535ProstateTumorPhagosome52/1791152/84651.19e-047.42e-044.60e-0452
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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
MRC2SNVMissense_Mutationc.3122N>Tp.Ser1041Leup.S1041LQ9UBG0protein_codingtolerated(0.13)benign(0.356)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MRC2SNVMissense_Mutationc.4147N>Tp.Ala1383Serp.A1383SQ9UBG0protein_codingtolerated(1)benign(0.015)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
MRC2SNVMissense_Mutationc.4037N>Gp.Asn1346Serp.N1346SQ9UBG0protein_codingtolerated(0.33)possibly_damaging(0.696)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
MRC2SNVMissense_Mutationc.1276N>Gp.Leu426Valp.L426VQ9UBG0protein_codingtolerated(0.17)possibly_damaging(0.778)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
MRC2SNVMissense_Mutationc.480C>Gp.Ile160Metp.I160MQ9UBG0protein_codingtolerated(0.11)possibly_damaging(0.46)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRC2SNVMissense_Mutationc.4435N>Cp.Glu1479Glnp.E1479QQ9UBG0protein_codingdeleterious(0.02)benign(0.283)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MRC2SNVMissense_Mutationnovelc.3902N>Tp.Ala1301Valp.A1301VQ9UBG0protein_codingtolerated(0.25)benign(0.09)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRC2SNVMissense_Mutationc.3460N>Ap.Glu1154Lysp.E1154KQ9UBG0protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MRC2insertionNonsense_Mutationnovelc.450_451insAGTTCAGGGGTGGGATGAGTGGTCTGGGAAGATCCTAGAAGAAGp.Asp151SerfsTer6p.D151Sfs*6Q9UBG0protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MRC2insertionFrame_Shift_Insnovelc.247_248insTTCAGAAAAGTATp.Asn83IlefsTer33p.N83Ifs*33Q9UBG0protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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