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: MFAP4

Gene summary for MFAP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFAP4

Gene ID

4239

Gene namemicrofibril associated protein 4
Gene AliasMFAP4
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0001867

UniProtAcc

A0A024QZ34


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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
4239MFAP4LZE2THumanEsophagusESCC1.15e-142.80e-010.082
4239MFAP4LZE4THumanEsophagusESCC5.39e-04-4.15e-010.0811
4239MFAP4LZE8THumanEsophagusESCC8.10e-05-1.82e-010.067
4239MFAP4LZE20THumanEsophagusESCC1.62e-03-4.15e-010.0662
4239MFAP4LZE24THumanEsophagusESCC3.09e-05-4.07e-010.0596
4239MFAP4P2T-EHumanEsophagusESCC1.91e-261.36e+000.1177
4239MFAP4P10T-EHumanEsophagusESCC4.11e-341.35e+000.116
4239MFAP4P12T-EHumanEsophagusESCC4.65e-08-3.22e-010.1122
4239MFAP4P20T-EHumanEsophagusESCC4.21e-03-1.94e-010.1124
4239MFAP4P21T-EHumanEsophagusESCC2.77e-07-3.98e-010.1617
4239MFAP4P24T-EHumanEsophagusESCC3.17e-05-2.75e-010.1287
4239MFAP4P26T-EHumanEsophagusESCC1.22e-30-3.70e-010.1276
4239MFAP4P27T-EHumanEsophagusESCC1.04e-02-1.24e-010.1055
4239MFAP4P28T-EHumanEsophagusESCC4.82e-07-4.06e-010.1149
4239MFAP4P30T-EHumanEsophagusESCC1.89e-034.38e-010.137
4239MFAP4P31T-EHumanEsophagusESCC8.17e-03-3.41e-010.1251
4239MFAP4P32T-EHumanEsophagusESCC2.39e-031.21e-020.1666
4239MFAP4P36T-EHumanEsophagusESCC2.55e-044.20e-010.1187
4239MFAP4P39T-EHumanEsophagusESCC1.69e-06-2.71e-010.0894
4239MFAP4P40T-EHumanEsophagusESCC9.53e-06-2.32e-010.109
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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
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:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:003464413EsophagusESCCcellular response to UV70/855290/187234.59e-101.20e-0870
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00714821EsophagusESCCcellular response to light stimulus75/8552123/187234.45e-042.50e-0375
GO:0009650EsophagusESCCUV protection12/855213/187236.18e-043.32e-0312
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:00850292EsophagusESCCextracellular matrix assembly29/855245/187238.63e-033.04e-0229
GO:00094114Oral cavityOSCCresponse to UV99/7305149/187231.01e-113.70e-1099
GO:007121416Oral cavityOSCCcellular response to abiotic stimulus186/7305331/187231.38e-104.10e-09186
GO:010400416Oral cavityOSCCcellular response to environmental stimulus186/7305331/187231.38e-104.10e-09186
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00346444Oral cavityOSCCcellular response to UV63/730590/187232.42e-095.60e-0863
GO:00714788Oral cavityOSCCcellular response to radiation109/7305186/187234.54e-088.45e-07109
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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
MFAP4SNVMissense_Mutationrs749288701c.229G>Ap.Gly77Serp.G77SP55083protein_codingdeleterious(0)probably_damaging(0.997)TCGA-LL-A6FQ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MFAP4SNVMissense_Mutationrs755308604c.541G>Ap.Glu181Lysp.E181KP55083protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A1ML-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
MFAP4SNVMissense_Mutationc.251N>Gp.Ser84Trpp.S84WP55083protein_codingtolerated(0.05)probably_damaging(0.942)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MFAP4SNVMissense_Mutationrs372745312c.149N>Ap.Arg50Glnp.R50QP55083protein_codingtolerated(0.19)benign(0.257)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MFAP4SNVMissense_Mutationc.143G>Tp.Gly48Valp.G48VP55083protein_codingtolerated(0.1)benign(0.053)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MFAP4SNVMissense_Mutationnovelc.352N>Tp.Arg118Cysp.R118CP55083protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MFAP4SNVMissense_Mutationrs749288701c.229G>Ap.Gly77Serp.G77SP55083protein_codingdeleterious(0)probably_damaging(0.997)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MFAP4SNVMissense_Mutationrs769104779c.812N>Ap.Arg271Hisp.R271HP55083protein_codingtolerated(0.56)benign(0.031)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MFAP4SNVMissense_Mutationnovelc.313N>Ap.Val105Ilep.V105IP55083protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MFAP4SNVMissense_Mutationnovelc.458N>Ap.Arg153Glnp.R153QP55083protein_codingdeleterious(0.03)probably_damaging(0.972)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
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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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