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: RESF1

Gene summary for RESF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RESF1

Gene ID

55196

Gene nameretroelement silencing factor 1
Gene AliasC12orf35
Cytomap12p11.21
Gene Typeprotein-coding
GO ID

GO:0006325

UniProtAcc

Q9HCM1


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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
55196RESF1AEH-subject1HumanEndometriumAEH2.45e-517.32e-01-0.3059
55196RESF1AEH-subject2HumanEndometriumAEH1.77e-235.19e-01-0.2525
55196RESF1AEH-subject3HumanEndometriumAEH1.92e-214.60e-01-0.2576
55196RESF1AEH-subject4HumanEndometriumAEH1.16e-266.25e-01-0.2657
55196RESF1AEH-subject5HumanEndometriumAEH7.70e-427.09e-01-0.2953
55196RESF1EEC-subject1HumanEndometriumEEC4.77e-296.01e-01-0.2682
55196RESF1EEC-subject2HumanEndometriumEEC1.36e-437.04e-01-0.2607
55196RESF1EEC-subject3HumanEndometriumEEC8.71e-073.60e-01-0.2525
55196RESF1EEC-subject4HumanEndometriumEEC7.64e-346.11e-01-0.2571
55196RESF1EEC-subject5HumanEndometriumEEC2.82e-427.04e-01-0.249
55196RESF1LZE2DHumanEsophagusHGIN1.57e-046.32e-010.0642
55196RESF1LZE4THumanEsophagusESCC6.29e-205.31e-010.0811
55196RESF1LZE5THumanEsophagusESCC1.15e-085.15e-010.0514
55196RESF1LZE7THumanEsophagusESCC4.27e-187.24e-010.0667
55196RESF1LZE8THumanEsophagusESCC1.68e-298.61e-010.067
55196RESF1LZE20THumanEsophagusESCC2.66e-236.73e-010.0662
55196RESF1LZE21D1HumanEsophagusHGIN4.41e-043.94e-010.0632
55196RESF1LZE24THumanEsophagusESCC6.51e-295.93e-010.0596
55196RESF1LZE21THumanEsophagusESCC1.16e-053.22e-010.0655
55196RESF1LZE6THumanEsophagusESCC6.79e-206.39e-010.0845
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:001603216EndometriumAEHviral process110/2100415/187231.99e-181.09e-15110
GO:001905816EndometriumAEHviral life cycle86/2100317/187232.53e-157.58e-1386
GO:001907916EndometriumAEHviral genome replication43/2100131/187233.22e-114.60e-0943
GO:005079216EndometriumAEHregulation of viral process40/2100164/187231.46e-064.66e-0540
GO:200125210EndometriumAEHpositive regulation of chromosome organization25/210082/187231.95e-065.93e-0525
GO:190390016EndometriumAEHregulation of viral life cycle36/2100148/187235.13e-061.32e-0436
GO:00450699EndometriumAEHregulation of viral genome replication23/210085/187234.25e-057.20e-0423
GO:00396942EndometriumAEHviral RNA genome replication12/210035/187232.69e-043.12e-0312
GO:00330446EndometriumAEHregulation of chromosome organization36/2100187/187238.27e-047.73e-0336
GO:00485257EndometriumAEHnegative regulation of viral process21/210092/187231.10e-039.61e-0321
GO:00450715EndometriumAEHnegative regulation of viral genome replication14/210056/187232.92e-032.08e-0214
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:0031453EndometriumAEHpositive regulation of heterochromatin assembly5/210012/187237.10e-034.09e-025
GO:0120263EndometriumAEHpositive regulation of heterochromatin organization5/210012/187237.10e-034.09e-025
GO:001603217EndometriumEECviral process112/2168415/187232.48e-181.35e-15112
GO:001905817EndometriumEECviral life cycle86/2168317/187231.63e-144.65e-1286
GO:001907917EndometriumEECviral genome replication42/2168131/187233.43e-103.61e-0842
GO:200125213EndometriumEECpositive regulation of chromosome organization26/216882/187239.70e-073.31e-0526
GO:005079217EndometriumEECregulation of viral process40/2168164/187233.24e-068.85e-0540
GO:190390017EndometriumEECregulation of viral life cycle36/2168148/187231.05e-052.25e-0436
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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
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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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