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: SERGEF

Gene summary for SERGEF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SERGEF

Gene ID

26297

Gene namesecretion regulating guanine nucleotide exchange factor
Gene AliasDELGEF
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A8K8C1


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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
26297SERGEFP61T-EHumanEsophagusESCC1.24e-132.24e-010.099
26297SERGEFP62T-EHumanEsophagusESCC1.25e-334.17e-010.1302
26297SERGEFP65T-EHumanEsophagusESCC2.88e-122.56e-010.0978
26297SERGEFP74T-EHumanEsophagusESCC7.05e-357.96e-010.1479
26297SERGEFP75T-EHumanEsophagusESCC1.54e-243.87e-010.1125
26297SERGEFP76T-EHumanEsophagusESCC6.15e-172.35e-010.1207
26297SERGEFP79T-EHumanEsophagusESCC7.02e-252.51e-010.1154
26297SERGEFP80T-EHumanEsophagusESCC1.24e-245.88e-010.155
26297SERGEFP82T-EHumanEsophagusESCC3.82e-071.83e-010.1072
26297SERGEFP83T-EHumanEsophagusESCC1.22e-183.89e-010.1738
26297SERGEFP89T-EHumanEsophagusESCC1.47e-073.98e-010.1752
26297SERGEFP91T-EHumanEsophagusESCC2.43e-115.57e-010.1828
26297SERGEFP104T-EHumanEsophagusESCC4.20e-041.64e-010.0931
26297SERGEFP107T-EHumanEsophagusESCC6.79e-326.10e-010.171
26297SERGEFP126T-EHumanEsophagusESCC4.19e-022.45e-010.1125
26297SERGEFP127T-EHumanEsophagusESCC4.04e-052.75e-020.0826
26297SERGEFP128T-EHumanEsophagusESCC9.92e-214.16e-010.1241
26297SERGEFP130T-EHumanEsophagusESCC2.18e-173.02e-010.1676
26297SERGEFC04HumanOral cavityOSCC8.45e-085.21e-010.2633
26297SERGEFC21HumanOral cavityOSCC7.25e-215.94e-010.2678
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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
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:00512244EsophagusESCCnegative regulation of protein transport74/8552127/187232.86e-031.21e-0274
GO:19049505EsophagusESCCnegative regulation of establishment of protein localization76/8552131/187232.96e-031.24e-0276
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:19049504Oral cavityOSCCnegative regulation of establishment of protein localization72/7305131/187231.51e-041.06e-0372
GO:00512243Oral cavityOSCCnegative regulation of protein transport70/7305127/187231.65e-041.14e-0370
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
GO:00507089Oral cavityOSCCregulation of protein secretion126/7305268/187234.41e-031.79e-02126
GO:190495012Oral cavityLPnegative regulation of establishment of protein localization47/4623131/187232.73e-031.92e-0247
GO:005122412Oral cavityLPnegative regulation of protein transport45/4623127/187234.33e-032.78e-0245
GO:19049507ThyroidPTCnegative regulation of establishment of protein localization61/5968131/187233.01e-042.12e-0361
GO:00512246ThyroidPTCnegative regulation of protein transport59/5968127/187234.04e-042.71e-0359
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:007169216ThyroidPTCprotein localization to extracellular region139/5968368/187238.95e-033.72e-02139
GO:000930618ThyroidPTCprotein secretion135/5968359/187231.16e-024.58e-02135
GO:003559218ThyroidPTCestablishment of protein localization to extracellular region135/5968360/187231.28e-024.95e-02135
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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
SERGEFSNVMissense_Mutationnovelc.628N>Ap.Glu210Lysp.E210KQ9UGK8protein_codingdeleterious(0.02)possibly_damaging(0.786)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SERGEFinsertionNonsense_Mutationnovelc.197_198insATAAp.Asp66GlufsTer2p.D66Efs*2Q9UGK8protein_codingTCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SERGEFdeletionFrame_Shift_Delc.1217delNp.Pro406LeufsTer?p.P406Lfs*?Q9UGK8protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SERGEFinsertionFrame_Shift_Insnovelc.531_532insACTAATGAAAGACATAAAGATGTTGCTTCTTTGATTTTAGCTTTp.Gly178ThrfsTer44p.G178Tfs*44Q9UGK8protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SERGEFinsertionFrame_Shift_Insnovelc.732_733insTCAAAGTATTCp.Ala245SerfsTer17p.A245Sfs*17Q9UGK8protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SERGEFinsertionFrame_Shift_Insnovelc.730_731insCCAAGATCTGTTATCAp.Leu244ProfsTer8p.L244Pfs*8Q9UGK8protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SERGEFSNVMissense_Mutationc.574N>Ap.Gln192Lysp.Q192KQ9UGK8protein_codingtolerated(0.57)benign(0)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SERGEFSNVMissense_Mutationc.230A>Cp.Lys77Thrp.K77TQ9UGK8protein_codingtolerated(0.08)possibly_damaging(0.476)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SERGEFSNVMissense_Mutationc.299G>Ap.Gly100Aspp.G100DQ9UGK8protein_codingtolerated(0.08)benign(0.011)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SERGEFSNVMissense_Mutationrs774761000c.965C>Tp.Pro322Leup.P322LQ9UGK8protein_codingtolerated(0.33)benign(0)TCGA-QL-A97D-01Colorectumcolon adenocarcinomaFemale>=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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