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: FLT3LG

Gene summary for FLT3LG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FLT3LG

Gene ID

2323

Gene namefms related receptor tyrosine kinase 3 ligand
Gene AliasFL
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

B7ZLY4


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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
2323FLT3LGLZE7THumanEsophagusESCC3.28e-022.50e-010.0667
2323FLT3LGLZE24THumanEsophagusESCC2.95e-103.19e-010.0596
2323FLT3LGLZE6THumanEsophagusESCC1.87e-062.94e-010.0845
2323FLT3LGP2T-EHumanEsophagusESCC9.35e-102.16e-010.1177
2323FLT3LGP4T-EHumanEsophagusESCC2.41e-092.25e-010.1323
2323FLT3LGP5T-EHumanEsophagusESCC2.02e-061.33e-010.1327
2323FLT3LGP8T-EHumanEsophagusESCC3.95e-305.47e-010.0889
2323FLT3LGP9T-EHumanEsophagusESCC2.42e-021.32e-010.1131
2323FLT3LGP11T-EHumanEsophagusESCC1.83e-073.59e-010.1426
2323FLT3LGP12T-EHumanEsophagusESCC9.67e-182.98e-010.1122
2323FLT3LGP15T-EHumanEsophagusESCC3.51e-061.58e-010.1149
2323FLT3LGP16T-EHumanEsophagusESCC1.88e-041.11e-010.1153
2323FLT3LGP20T-EHumanEsophagusESCC8.51e-142.91e-010.1124
2323FLT3LGP21T-EHumanEsophagusESCC6.56e-152.83e-010.1617
2323FLT3LGP22T-EHumanEsophagusESCC8.56e-122.05e-010.1236
2323FLT3LGP23T-EHumanEsophagusESCC4.22e-143.52e-010.108
2323FLT3LGP24T-EHumanEsophagusESCC3.19e-234.25e-010.1287
2323FLT3LGP26T-EHumanEsophagusESCC3.16e-345.07e-010.1276
2323FLT3LGP27T-EHumanEsophagusESCC9.91e-091.73e-010.1055
2323FLT3LGP28T-EHumanEsophagusESCC3.50e-025.90e-020.1149
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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
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:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
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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
FLT3LGFLT3FLT3L_FLT3FLT3BreastDCIS
FLT3LGFLT3FLT3L_FLT3FLT3HNSCCPrecancer
FLT3LGFLT3FLT3L_FLT3FLT3LungAAH
FLT3LGFLT3FLT3L_FLT3FLT3LungPrecancer
FLT3LGFLT3FLT3L_FLT3FLT3SkinADJ
FLT3LGFLT3FLT3L_FLT3FLT3SkincSCC
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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
FLT3LGSNVMissense_Mutationc.178N>Cp.Val60Leup.V60LP49771protein_codingtolerated(0.17)benign(0.141)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
FLT3LGSNVMissense_Mutationnovelc.92C>Gp.Ser31Cysp.S31CP49771protein_codingtolerated(0.06)possibly_damaging(0.727)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLT3LGSNVMissense_Mutationc.124G>Ap.Ala42Thrp.A42TP49771protein_codingtolerated(0.48)benign(0.091)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
FLT3LGSNVMissense_Mutationc.536C>Ap.Pro179Glnp.P179QP49771protein_codingtolerated(0.1)possibly_damaging(0.599)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FLT3LGSNVMissense_Mutationnovelc.31A>Gp.Thr11Alap.T11AP49771protein_codingtolerated_low_confidence(0.15)benign(0.336)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FLT3LGSNVMissense_Mutationrs368101323c.631N>Tp.Arg211Trpp.R211WP49771protein_codingtolerated(0.08)benign(0.001)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FLT3LGSNVMissense_Mutationc.124G>Ap.Ala42Thrp.A42TP49771protein_codingtolerated(0.48)benign(0.091)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FLT3LGSNVMissense_Mutationnovelc.598N>Ap.Ala200Thrp.A200TP49771protein_codingtolerated(0.18)benign(0.115)TCGA-BK-A13B-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
FLT3LGSNVMissense_Mutationnovelc.434T>Cp.Ile145Thrp.I145TP49771protein_codingdeleterious(0.02)probably_damaging(1)TCGA-EY-A2OP-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FLT3LGSNVMissense_Mutationrs79058858c.308N>Tp.Thr103Metp.T103MP49771protein_codingdeleterious(0)probably_damaging(0.983)TCGA-FI-A2D0-01Endometriumuterine 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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