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: SEC14L2

Gene summary for SEC14L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEC14L2

Gene ID

23541

Gene nameSEC14 like lipid binding 2
Gene AliasC22orf6
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

O76054


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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
23541SEC14L2GSM4909282HumanBreastIDC1.40e-03-1.03e-01-0.0288
23541SEC14L2GSM4909290HumanBreastIDC2.64e-02-1.25e-010.2096
23541SEC14L2GSM4909293HumanBreastIDC1.34e-021.32e-010.1581
23541SEC14L2GSM4909294HumanBreastIDC2.56e-03-1.01e-010.2022
23541SEC14L2GSM4909306HumanBreastIDC5.14e-032.84e-010.1564
23541SEC14L2GSM4909311HumanBreastIDC6.80e-03-7.20e-020.1534
23541SEC14L2GSM4909315HumanBreastIDC1.97e-02-1.18e-010.21
23541SEC14L2GSM4909319HumanBreastIDC1.53e-07-3.68e-020.1563
23541SEC14L2GSM4909321HumanBreastIDC5.08e-03-1.17e-010.1559
23541SEC14L2M5HumanBreastIDC1.91e-035.60e-010.1598
23541SEC14L2DCIS2HumanBreastDCIS2.05e-218.62e-020.0085
23541SEC14L2LZE24THumanEsophagusESCC2.23e-025.71e-020.0596
23541SEC14L2P2T-EHumanEsophagusESCC5.82e-048.87e-020.1177
23541SEC14L2P5T-EHumanEsophagusESCC3.02e-051.09e-010.1327
23541SEC14L2P10T-EHumanEsophagusESCC1.94e-032.26e-020.116
23541SEC14L2P11T-EHumanEsophagusESCC7.19e-042.24e-010.1426
23541SEC14L2P12T-EHumanEsophagusESCC5.86e-101.22e-010.1122
23541SEC14L2P15T-EHumanEsophagusESCC1.06e-051.36e-010.1149
23541SEC14L2P16T-EHumanEsophagusESCC7.24e-098.05e-020.1153
23541SEC14L2P17T-EHumanEsophagusESCC7.93e-063.31e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
∗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:001921612BreastIDCregulation of lipid metabolic process45/1434331/187231.21e-042.24e-0345
GO:00192184BreastIDCregulation of steroid metabolic process18/1434100/187235.40e-046.96e-0318
GO:00468904BreastIDCregulation of lipid biosynthetic process26/1434171/187235.92e-047.50e-0326
GO:00508102BreastIDCregulation of steroid biosynthetic process14/143469/187236.37e-047.94e-0314
GO:00066944BreastIDCsteroid biosynthetic process25/1434173/187231.56e-031.56e-0225
GO:001921621BreastDCISregulation of lipid metabolic process43/1390331/187232.37e-043.71e-0343
GO:004689012BreastDCISregulation of lipid biosynthetic process24/1390171/187231.89e-031.81e-0224
GO:001921811BreastDCISregulation of steroid metabolic process16/1390100/187232.77e-032.42e-0216
GO:00508101BreastDCISregulation of steroid biosynthetic process12/139069/187234.52e-033.47e-0212
GO:000669411BreastDCISsteroid biosynthetic process23/1390173/187234.63e-033.52e-0223
GO:006201213BreastDCISregulation of small molecule metabolic process38/1390334/187235.69e-034.10e-0238
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00161263EsophagusESCCsterol biosynthetic process46/855264/187231.91e-051.67e-0446
GO:00066953EsophagusESCCcholesterol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:19026533EsophagusESCCsecondary alcohol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:00082034EsophagusESCCcholesterol metabolic process79/8552137/187233.11e-031.29e-0279
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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
SEC14L2SNVMissense_Mutationnovelc.745N>Cp.Asp249Hisp.D249HO76054protein_codingdeleterious(0)possibly_damaging(0.471)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SEC14L2SNVMissense_Mutationc.523N>Tp.Leu175Phep.L175FO76054protein_codingtolerated(0.57)benign(0.047)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
SEC14L2SNVMissense_Mutationrs182488695c.857N>Ap.Arg286Hisp.R286HO76054protein_codingdeleterious(0.02)benign(0.052)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SEC14L2SNVMissense_Mutationc.910A>Tp.Arg304Trpp.R304WO76054protein_codingdeleterious(0)probably_damaging(0.997)TCGA-DM-A1D6-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SEC14L2SNVMissense_Mutationnovelc.878A>Gp.Glu293Glyp.E293GO76054protein_codingdeleterious(0.01)benign(0.388)TCGA-DM-A28H-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownPD
SEC14L2deletionFrame_Shift_Delc.724delNp.Gly243AlafsTer3p.G243Afs*3O76054protein_codingTCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEC14L2SNVMissense_Mutationnovelc.381G>Tp.Glu127Aspp.E127DO76054protein_codingtolerated(1)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SEC14L2SNVMissense_Mutationrs780928268c.1084G>Ap.Val362Ilep.V362IO76054protein_codingdeleterious(0.04)benign(0.045)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SEC14L2SNVMissense_Mutationnovelc.602N>Tp.Ala201Valp.A201VO76054protein_codingdeleterious(0.03)benign(0.157)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEC14L2SNVMissense_Mutationnovelc.364A>Gp.Arg122Glyp.R122GO76054protein_codingtolerated(0.06)benign(0.412)TCGA-AP-A05O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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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