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: MRFAP1L1

Gene summary for MRFAP1L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MRFAP1L1

Gene ID

114932

Gene nameMorf4 family associated protein 1 like 1
Gene AliasPP784
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

A0A075DDR2


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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
114932MRFAP1L1P16T-EHumanEsophagusESCC1.15e-357.39e-010.1153
114932MRFAP1L1P17T-EHumanEsophagusESCC8.71e-114.81e-010.1278
114932MRFAP1L1P19T-EHumanEsophagusESCC1.89e-033.38e-010.1662
114932MRFAP1L1P20T-EHumanEsophagusESCC1.42e-233.88e-010.1124
114932MRFAP1L1P21T-EHumanEsophagusESCC1.01e-172.96e-010.1617
114932MRFAP1L1P22T-EHumanEsophagusESCC1.01e-274.28e-010.1236
114932MRFAP1L1P23T-EHumanEsophagusESCC8.07e-205.29e-010.108
114932MRFAP1L1P24T-EHumanEsophagusESCC7.52e-132.37e-010.1287
114932MRFAP1L1P26T-EHumanEsophagusESCC2.31e-212.83e-010.1276
114932MRFAP1L1P27T-EHumanEsophagusESCC2.13e-173.52e-010.1055
114932MRFAP1L1P28T-EHumanEsophagusESCC1.27e-172.03e-010.1149
114932MRFAP1L1P30T-EHumanEsophagusESCC2.49e-228.12e-010.137
114932MRFAP1L1P31T-EHumanEsophagusESCC2.42e-265.55e-010.1251
114932MRFAP1L1P32T-EHumanEsophagusESCC1.74e-265.65e-010.1666
114932MRFAP1L1P36T-EHumanEsophagusESCC1.52e-125.10e-010.1187
114932MRFAP1L1P37T-EHumanEsophagusESCC9.96e-213.46e-010.1371
114932MRFAP1L1P38T-EHumanEsophagusESCC7.69e-085.74e-020.127
114932MRFAP1L1P39T-EHumanEsophagusESCC5.23e-142.14e-010.0894
114932MRFAP1L1P40T-EHumanEsophagusESCC1.78e-172.73e-010.109
114932MRFAP1L1P42T-EHumanEsophagusESCC3.11e-163.48e-010.1175
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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
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
∗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
MRFAP1L1SNVMissense_Mutationc.133N>Ap.Glu45Lysp.E45KQ96HT8protein_codingtolerated(0.13)benign(0.026)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MRFAP1L1insertionFrame_Shift_Insnovelc.85_86insAGp.Leu29GlnfsTer94p.L29Qfs*94Q96HT8protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRFAP1L1insertionNonsense_Mutationnovelc.84_85insTCTTCATGGTAAATTTCTCCCAATTGTGCTTTAGGTTCAp.Leu28_Leu29insSerSerTrpTerIleSerProAsnCysAlaLeuGlySerp.L28_L29insSSW*ISPNCALGSQ96HT8protein_codingTCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MRFAP1L1SNVMissense_Mutationrs778160804c.4N>Tp.Arg2Trpp.R2WQ96HT8protein_codingtolerated(0.1)possibly_damaging(0.861)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MRFAP1L1SNVMissense_Mutationrs759990042c.289T>Cp.Cys97Argp.C97RQ96HT8protein_codingdeleterious(0.01)benign(0.196)TCGA-DM-A1D6-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MRFAP1L1SNVMissense_Mutationc.81N>Ap.Phe27Leup.F27LQ96HT8protein_codingtolerated(0.31)possibly_damaging(0.453)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
MRFAP1L1SNVMissense_Mutationnovelc.124N>Ap.Leu42Ilep.L42IQ96HT8protein_codingdeleterious(0.05)possibly_damaging(0.616)TCGA-AP-A0LS-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MRFAP1L1SNVMissense_Mutationc.164G>Tp.Ser55Ilep.S55IQ96HT8protein_codingtolerated(0.09)possibly_damaging(0.625)TCGA-BS-A0TC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MRFAP1L1SNVMissense_Mutationnovelc.348N>Tp.Glu116Aspp.E116DQ96HT8protein_codingdeleterious(0.04)benign(0.081)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
MRFAP1L1SNVMissense_Mutationnovelc.34N>Tp.Pro12Serp.P12SQ96HT8protein_codingtolerated(0.09)probably_damaging(0.996)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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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