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: GMFG

Gene summary for GMFG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GMFG

Gene ID

9535

Gene nameglia maturation factor gamma
Gene AliasGMF-GAMMA
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

M0R1D2


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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
9535GMFGCCI_1HumanCervixCC6.18e-06-6.00e-010.528
9535GMFGCCI_2HumanCervixCC3.92e-03-5.78e-010.5249
9535GMFGCCI_3HumanCervixCC5.91e-05-5.69e-010.516
9535GMFGCCII_1HumanCervixCC1.66e-09-5.89e-010.3249
9535GMFGTumorHumanCervixCC5.12e-33-5.98e-010.1241
9535GMFGsample1HumanCervixCC7.42e-10-6.00e-010.0959
9535GMFGsample3HumanCervixCC1.24e-26-5.93e-010.1387
9535GMFGH2HumanCervixHSIL_HPV1.65e-26-5.67e-010.0632
9535GMFGL1HumanCervixCC1.13e-04-4.87e-010.0802
9535GMFGT1HumanCervixCC8.21e-16-5.66e-010.0918
9535GMFGT2HumanCervixCC5.62e-05-6.00e-010.0709
9535GMFGT3HumanCervixCC9.42e-28-5.91e-010.1389
9535GMFGLZE7THumanEsophagusESCC1.27e-066.03e-010.0667
9535GMFGLZE6THumanEsophagusESCC3.80e-095.58e-010.0845
9535GMFGC21HumanOral cavityOSCC3.42e-166.45e-010.2678
9535GMFGC30HumanOral cavityOSCC7.77e-042.30e-010.3055
9535GMFGC38HumanOral cavityOSCC1.77e-078.74e-010.172
9535GMFGC06HumanOral cavityOSCC2.17e-047.87e-010.2699
9535GMFGLN22HumanOral cavityOSCC1.99e-027.99e-010.1733
9535GMFGEOLP-1HumanOral cavityEOLP5.84e-103.47e-01-0.0202
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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
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
∗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:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:003227110CervixCCregulation of protein polymerization57/2311233/187232.37e-071.03e-0557
GO:003133410CervixCCpositive regulation of protein-containing complex assembly55/2311237/187232.25e-066.73e-0555
GO:190290510CervixCCpositive regulation of supramolecular fiber organization50/2311209/187232.55e-067.54e-0550
GO:00315328CervixCCactin cytoskeleton reorganization31/2311107/187233.34e-068.99e-0531
GO:00081549CervixCCactin polymerization or depolymerization51/2311218/187234.05e-061.05e-0451
GO:00300419CervixCCactin filament polymerization45/2311191/187231.20e-052.54e-0445
GO:00325359CervixCCregulation of cellular component size76/2311383/187231.66e-053.21e-0476
GO:19029048CervixCCnegative regulation of supramolecular fiber organization40/2311167/187232.39e-054.17e-0440
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:00308339CervixCCregulation of actin filament polymerization40/2311172/187234.90e-057.40e-0440
GO:00106399CervixCCnegative regulation of organelle organization68/2311348/187237.40e-051.03e-0368
GO:00080649CervixCCregulation of actin polymerization or depolymerization42/2311188/187238.60e-051.15e-0342
GO:00308328CervixCCregulation of actin filament length42/2311189/187239.76e-051.27e-0342
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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
GMFGSNVMissense_Mutationc.37N>Cp.Glu13Glnp.E13QO60234protein_codingdeleterious(0.04)benign(0.079)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationnovelc.311A>Gp.Tyr104Cysp.Y104CO60234protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationrs779145008c.242N>Ap.Arg81Glnp.R81QO60234protein_codingdeleterious(0)probably_damaging(0.929)TCGA-EK-A2IP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationc.91G>Ap.Ala31Thrp.A31TO60234protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationc.195G>Tp.Gln65Hisp.Q65HO60234protein_codingdeleterious(0.01)benign(0)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationnovelc.82G>Tp.Asp28Tyrp.D28YO60234protein_codingdeleterious(0)possibly_damaging(0.557)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationnovelc.229N>Tp.His77Tyrp.H77YO60234protein_codingdeleterious(0)probably_damaging(0.949)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
GMFGSNVMissense_Mutationnovelc.371N>Ap.Arg124Hisp.R124HO60234protein_codingdeleterious(0)probably_damaging(0.99)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationrs200778340c.65N>Ap.Arg22Hisp.R22HO60234protein_codingdeleterious(0)probably_damaging(0.977)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
GMFGSNVMissense_Mutationrs142875775c.118N>Tp.Arg40Trpp.R40WO60234protein_codingdeleterious(0)possibly_damaging(0.88)TCGA-EO-A3AZ-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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