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: FLOT2

Gene summary for FLOT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FLOT2

Gene ID

2319

Gene nameflotillin 2
Gene AliasECS-1
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0001765

UniProtAcc

J3QLD9


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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
2319FLOT2LZE4THumanEsophagusESCC1.38e-082.78e-010.0811
2319FLOT2LZE5THumanEsophagusESCC3.85e-035.37e-010.0514
2319FLOT2LZE7THumanEsophagusESCC1.21e-085.49e-010.0667
2319FLOT2LZE8THumanEsophagusESCC6.11e-093.79e-010.067
2319FLOT2LZE22THumanEsophagusESCC5.43e-045.15e-010.068
2319FLOT2LZE24THumanEsophagusESCC5.77e-163.47e-010.0596
2319FLOT2LZE21THumanEsophagusESCC5.85e-045.38e-010.0655
2319FLOT2LZE6THumanEsophagusESCC1.52e-045.48e-010.0845
2319FLOT2P1T-EHumanEsophagusESCC6.06e-084.48e-010.0875
2319FLOT2P2T-EHumanEsophagusESCC6.11e-426.71e-010.1177
2319FLOT2P4T-EHumanEsophagusESCC9.62e-144.13e-010.1323
2319FLOT2P5T-EHumanEsophagusESCC2.02e-091.48e-010.1327
2319FLOT2P8T-EHumanEsophagusESCC4.62e-244.50e-010.0889
2319FLOT2P9T-EHumanEsophagusESCC4.66e-215.14e-010.1131
2319FLOT2P10T-EHumanEsophagusESCC3.18e-315.80e-010.116
2319FLOT2P11T-EHumanEsophagusESCC2.42e-087.09e-010.1426
2319FLOT2P12T-EHumanEsophagusESCC1.39e-204.04e-010.1122
2319FLOT2P15T-EHumanEsophagusESCC1.23e-359.53e-010.1149
2319FLOT2P16T-EHumanEsophagusESCC1.65e-245.28e-010.1153
2319FLOT2P17T-EHumanEsophagusESCC1.58e-189.61e-010.1278
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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
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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:003001018EsophagusESCCestablishment of cell polarity96/8552143/187231.69e-072.67e-0696
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00510926EsophagusESCCpositive regulation of NF-kappaB transcription factor activity91/8552152/187232.91e-041.75e-0391
GO:00440918EsophagusESCCmembrane biogenesis38/855255/187233.78e-042.19e-0338
GO:00717099EsophagusESCCmembrane assembly35/855250/187234.33e-042.44e-0335
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0491014EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0491021LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0491031LiverCirrhoticInsulin signaling pathway56/2530137/84653.74e-031.50e-029.26e-0356
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa049108Oral cavityOSCCInsulin signaling pathway83/3704137/84654.83e-052.00e-041.02e-0483
hsa0491013Oral cavityOSCCInsulin signaling pathway83/3704137/84654.83e-052.00e-041.02e-0483
hsa0491022ProstateTumorInsulin signaling pathway44/1791137/84651.69e-037.10e-034.40e-0344
hsa0491032ProstateTumorInsulin signaling pathway44/1791137/84651.69e-037.10e-034.40e-0344
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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
FLOT2SNVMissense_Mutationrs751666905c.1009N>Ap.Glu337Lysp.E337KQ14254protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
FLOT2SNVMissense_Mutationc.151N>Gp.Thr51Alap.T51AQ14254protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FLOT2SNVMissense_Mutationrs376080270c.82N>Ap.Val28Metp.V28MQ14254protein_codingdeleterious(0.02)benign(0.378)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
FLOT2SNVMissense_Mutationrs374807903c.163N>Tp.Arg55Cysp.R55CQ14254protein_codingdeleterious(0.02)possibly_damaging(0.835)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FLOT2SNVMissense_Mutationc.706N>Ap.Glu236Lysp.E236KQ14254protein_codingdeleterious(0.05)possibly_damaging(0.627)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLOT2SNVMissense_Mutationc.142G>Cp.Glu48Glnp.E48QQ14254protein_codingdeleterious(0.02)probably_damaging(0.91)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FLOT2SNVMissense_Mutationc.902N>Tp.Ala301Valp.A301VQ14254protein_codingdeleterious(0)probably_damaging(0.96)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FLOT2SNVMissense_Mutationrs376080270c.82N>Ap.Val28Metp.V28MQ14254protein_codingdeleterious(0.02)benign(0.378)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
FLOT2SNVMissense_Mutationc.945G>Tp.Glu315Aspp.E315DQ14254protein_codingtolerated(0.11)benign(0.011)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FLOT2SNVMissense_Mutationc.1251N>Gp.Ile417Metp.I417MQ14254protein_codingtolerated(0.06)benign(0.005)TCGA-G4-6586-01Colorectumcolon 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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