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: MCF2L2

Gene summary for MCF2L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCF2L2

Gene ID

23101

Gene nameMCF.2 cell line derived transforming sequence-like 2
Gene AliasARHGEF22
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q86YR7


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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
23101MCF2L2P49T-EHumanEsophagusESCC2.45e-036.14e-010.1768
23101MCF2L2P52T-EHumanEsophagusESCC4.31e-061.43e-010.1555
23101MCF2L2P54T-EHumanEsophagusESCC2.03e-058.53e-020.0975
23101MCF2L2P62T-EHumanEsophagusESCC1.18e-101.19e-010.1302
23101MCF2L2P127T-EHumanEsophagusESCC2.17e-161.63e-010.0826
23101MCF2L2P128T-EHumanEsophagusESCC1.02e-031.02e-010.1241
23101MCF2L2RNA-P17T-P17T-2HumanLungIAC4.70e-138.88e-010.3371
23101MCF2L2RNA-P17T-P17T-4HumanLungIAC1.13e-067.19e-010.343
23101MCF2L2RNA-P17T-P17T-6HumanLungIAC2.66e-087.48e-010.3385
23101MCF2L2RNA-P17T-P17T-8HumanLungIAC1.41e-108.87e-010.3329
23101MCF2L2RNA-P18T-P18T-2HumanLungIAC1.16e-027.57e-010.1129
23101MCF2L2HTA12-23-1HumanPancreasPDAC1.44e-055.28e-010.3405
23101MCF2L2HTA12-25-1HumanPancreasPDAC3.52e-065.25e-010.313
23101MCF2L2HTA12-26-1HumanPancreasPDAC1.02e-156.45e-010.3728
23101MCF2L2HTA12-29-1HumanPancreasPDAC2.60e-367.12e-010.3722
23101MCF2L2Pat01-BHumanStomachGC1.33e-417.66e-010.5754
23101MCF2L2Pat02-BHumanStomachGC6.05e-203.43e-010.0368
23101MCF2L2Pat03-BHumanStomachGC8.66e-316.14e-010.3693
23101MCF2L2Pat04-BHumanStomachGC4.62e-195.55e-01-0.1483
23101MCF2L2Pat05-BHumanStomachGC1.73e-123.58e-01-0.0353
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
MCF2L2SNVMissense_Mutationrs775278339c.574N>Tp.Arg192Cysp.R192CQ86YR7protein_codingtolerated(1)benign(0.013)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
MCF2L2SNVMissense_Mutationnovelc.2686N>Tp.His896Tyrp.H896YQ86YR7protein_codingdeleterious(0.01)benign(0.139)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
MCF2L2SNVMissense_Mutationc.2723T>Ap.Leu908Hisp.L908HQ86YR7protein_codingdeleterious(0)possibly_damaging(0.754)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
MCF2L2SNVMissense_Mutationc.2321N>Gp.Ser774Cysp.S774CQ86YR7protein_codingdeleterious(0)possibly_damaging(0.819)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MCF2L2SNVMissense_Mutationc.2032N>Ap.Glu678Lysp.E678KQ86YR7protein_codingdeleterious(0.02)probably_damaging(0.913)TCGA-AC-A62X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCF2L2SNVMissense_Mutationnovelc.2736N>Cp.Gln912Hisp.Q912HQ86YR7protein_codingdeleterious(0.02)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MCF2L2SNVMissense_Mutationc.3090G>Tp.Glu1030Aspp.E1030DQ86YR7protein_codingtolerated(0.43)benign(0.005)TCGA-D8-A1X5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
MCF2L2SNVMissense_Mutationc.2939N>Gp.Ser980Cysp.S980CQ86YR7protein_codingtolerated(0.19)benign(0)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
MCF2L2deletionFrame_Shift_Delnovelc.2763delNp.Phe921LeufsTer29p.F921Lfs*29Q86YR7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
MCF2L2deletionFrame_Shift_Delrs748576542c.1095delNp.Lys365AsnfsTer59p.K365Nfs*59Q86YR7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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