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: FGL2

Gene summary for FGL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FGL2

Gene ID

10875

Gene namefibrinogen like 2
Gene AliasT49
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

A4D1B8


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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
10875FGL2HCC2HumanLiverHCC4.20e-121.25e+000.5341
10875FGL2HCC5HumanLiverHCC6.39e-067.34e-010.4932
10875FGL2Pt13.aHumanLiverHCC2.75e-042.24e-010.021
10875FGL2Pt14.dHumanLiverHCC1.72e-124.39e-010.0143
10875FGL2S016HumanLiverHCC2.88e-076.78e-010.2243
10875FGL2047563_1562-all-cellsHumanProstateBPH6.04e-053.39e-010.0791
10875FGL2052095_1628-all-cellsHumanProstateBPH3.13e-021.82e-010.1032
10875FGL2GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor1.56e-066.03e-010.1479
10875FGL2GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor2.91e-045.02e-010.159
10875FGL2P1_S1_AKHumanSkinAK9.56e-07-4.45e-01-0.3399
10875FGL2P2_S3_AKHumanSkinAK3.65e-10-4.77e-01-0.3287
10875FGL2P2_S4_SCCISHumanSkinSCCIS5.40e-13-4.82e-01-0.3043
10875FGL2P3_S6_AKHumanSkinAK6.57e-08-4.64e-01-0.3256
10875FGL2P4_S8_cSCCHumanSkincSCC1.59e-10-5.05e-01-0.3095
10875FGL2P5_S10_cSCCHumanSkincSCC3.09e-15-4.92e-01-0.299
10875FGL2P1_cSCCHumanSkincSCC1.56e-06-4.76e-010.0292
10875FGL2cSCC_p1HumanSkincSCC9.91e-14-4.98e-01-0.1916
10875FGL2cSCC_p10HumanSkincSCC6.74e-14-5.01e-01-0.2095
10875FGL2cSCC_p11HumanSkincSCC6.56e-14-5.03e-01-0.2102
10875FGL2cSCC_p3HumanSkincSCC5.90e-13-4.68e-01-0.2085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:001988212LiverHCCantigen processing and presentation65/7958106/187237.06e-056.37e-0465
GO:00028321LiverHCCnegative regulation of response to biotic stimulus66/7958108/187237.24e-056.50e-0466
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:0050687LiverHCCnegative regulation of defense response to virus18/795824/187231.27e-036.92e-0318
GO:0050688LiverHCCregulation of defense response to virus41/795869/187233.38e-031.54e-0241
GO:0050777LiverHCCnegative regulation of immune response101/7958194/187234.40e-031.90e-02101
GO:000961510ProstateBPHresponse to virus99/3107367/187232.82e-076.07e-0699
GO:190370616ProstateBPHregulation of hemopoiesis97/3107367/187231.01e-061.83e-0597
GO:00071628ProstateBPHnegative regulation of cell adhesion82/3107303/187232.51e-064.04e-0582
GO:002240716ProstateBPHregulation of cell-cell adhesion109/3107448/187231.43e-051.85e-04109
GO:19021058ProstateBPHregulation of leukocyte differentiation71/3107279/187239.94e-059.21e-0471
GO:001988218ProstateBPHantigen processing and presentation33/3107106/187231.55e-041.36e-0333
GO:004211010ProstateBPHT cell activation111/3107487/187232.11e-041.72e-03111
GO:00026839ProstateBPHnegative regulation of immune system process100/3107434/187232.83e-042.20e-03100
GO:19031315ProstateBPHmononuclear cell differentiation98/3107426/187233.43e-042.55e-0398
GO:000715910ProstateBPHleukocyte cell-cell adhesion86/3107371/187235.95e-044.11e-0386
GO:190303710ProstateBPHregulation of leukocyte cell-cell adhesion78/3107336/187239.95e-046.25e-0378
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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
FGL2SNVMissense_Mutationnovelc.711C>Ap.Ser237Argp.S237RQ14314protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-A2-A0CO-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
FGL2SNVMissense_Mutationrs569344238c.1031N>Ap.Arg344Hisp.R344HQ14314protein_codingtolerated(0.65)benign(0.01)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FGL2SNVMissense_Mutationc.1050N>Ap.Asn350Lysp.N350KQ14314protein_codingdeleterious(0.04)probably_damaging(0.99)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
FGL2SNVMissense_Mutationrs767324365c.986N>Ap.Arg329Hisp.R329HQ14314protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
FGL2SNVMissense_Mutationc.673N>Cp.Glu225Glnp.E225QQ14314protein_codingdeleterious(0.04)benign(0.381)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
FGL2insertionFrame_Shift_Insnovelc.680_681insTGTGTTTAATTTCATCATCGTAAAAAGGGATp.Arg228ValfsTer15p.R228Vfs*15Q14314protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
FGL2insertionFrame_Shift_Insnovelc.746_747insGp.Gly250ArgfsTer39p.G250Rfs*39Q14314protein_codingTCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FGL2deletionFrame_Shift_Delc.746delGp.Gly249GlufsTer44p.G249Efs*44Q14314protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
FGL2SNVMissense_Mutationnovelc.164N>Tp.Cys55Phep.C55FQ14314protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
FGL2SNVMissense_Mutationrs767168412c.399N>Cp.Leu133Phep.L133FQ14314protein_codingdeleterious(0.05)possibly_damaging(0.823)TCGA-CM-4748-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
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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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