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: FBXL12

Gene summary for FBXL12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FBXL12

Gene ID

54850

Gene nameF-box and leucine rich repeat protein 12
Gene AliasFbl12
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

Q9NXK8


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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
54850FBXL12HTA11_347_2000001011HumanColorectumAD1.19e-042.02e-01-0.1954
54850FBXL12HTA11_696_2000001011HumanColorectumAD2.98e-021.78e-01-0.1464
54850FBXL12HTA11_99999965104_69814HumanColorectumMSS2.03e-156.82e-010.281
54850FBXL12LZE4THumanEsophagusESCC1.56e-083.01e-010.0811
54850FBXL12LZE7THumanEsophagusESCC5.08e-054.56e-010.0667
54850FBXL12LZE8THumanEsophagusESCC1.53e-051.54e-010.067
54850FBXL12LZE24THumanEsophagusESCC1.28e-195.60e-010.0596
54850FBXL12P1T-EHumanEsophagusESCC7.24e-065.06e-010.0875
54850FBXL12P2T-EHumanEsophagusESCC2.07e-172.43e-010.1177
54850FBXL12P4T-EHumanEsophagusESCC7.40e-256.30e-010.1323
54850FBXL12P5T-EHumanEsophagusESCC1.45e-173.48e-010.1327
54850FBXL12P8T-EHumanEsophagusESCC2.25e-355.79e-010.0889
54850FBXL12P9T-EHumanEsophagusESCC7.42e-214.78e-010.1131
54850FBXL12P10T-EHumanEsophagusESCC3.49e-274.73e-010.116
54850FBXL12P11T-EHumanEsophagusESCC7.05e-156.98e-010.1426
54850FBXL12P12T-EHumanEsophagusESCC3.30e-307.35e-010.1122
54850FBXL12P15T-EHumanEsophagusESCC7.37e-224.64e-010.1149
54850FBXL12P16T-EHumanEsophagusESCC1.35e-182.36e-010.1153
54850FBXL12P20T-EHumanEsophagusESCC5.80e-102.89e-010.1124
54850FBXL12P21T-EHumanEsophagusESCC2.20e-173.23e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0042752ColorectumADregulation of circadian rhythm40/3918121/187231.24e-031.09e-0240
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00076232ColorectumMSScircadian rhythm69/3467210/187234.22e-071.67e-0569
GO:00485112ColorectumMSSrhythmic process89/3467298/187231.17e-063.96e-0589
GO:00427522ColorectumMSSregulation of circadian rhythm38/3467121/187234.33e-045.23e-0338
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:00311461EsophagusESCCSCF-dependent proteasomal ubiquitin-dependent protein catabolic process33/855249/187231.80e-038.26e-0333
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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
FBXL12SNVMissense_Mutationnovelc.722N>Gp.Ser241Cysp.S241CQ9NXK8protein_codingdeleterious(0)benign(0.021)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FBXL12SNVMissense_Mutationnovelc.908T>Gp.Leu303Argp.L303RQ9NXK8protein_codingtolerated(0.62)possibly_damaging(0.634)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FBXL12SNVMissense_Mutationnovelc.300G>Tp.Lys100Asnp.K100NQ9NXK8protein_codingdeleterious(0.01)possibly_damaging(0.535)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FBXL12SNVMissense_Mutationnovelc.529G>Cp.Ala177Prop.A177PQ9NXK8protein_codingtolerated(0.22)possibly_damaging(0.55)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
FBXL12SNVMissense_Mutationnovelc.671N>Tp.Ser224Ilep.S224IQ9NXK8protein_codingdeleterious(0.01)benign(0.307)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FBXL12SNVMissense_Mutationnovelc.284G>Tp.Arg95Ilep.R95IQ9NXK8protein_codingtolerated(0.08)benign(0.138)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
FBXL12SNVMissense_Mutationrs138149906c.317N>Ap.Arg106Hisp.R106HQ9NXK8protein_codingtolerated(0.33)benign(0.003)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
FBXL12SNVMissense_Mutationnovelc.362G>Ap.Ser121Asnp.S121NQ9NXK8protein_codingtolerated(0.31)benign(0.263)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FBXL12SNVMissense_Mutationrs375844904c.683N>Ap.Arg228Glnp.R228QQ9NXK8protein_codingtolerated(0.06)benign(0.012)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FBXL12SNVMissense_Mutationnovelc.243C>Ap.Phe81Leup.F81LQ9NXK8protein_codingtolerated(0.69)benign(0)TCGA-BS-A0UF-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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