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:00314533EsophagusHGINpositive regulation of heterochromatin assembly6/258712/187233.03e-032.88e-026
GO:01202633EsophagusHGINpositive regulation of heterochromatin organization6/258712/187233.03e-032.88e-026
GO:19052691EsophagusHGINpositive regulation of chromatin organization6/258713/187234.97e-034.18e-026
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:0019079111EsophagusESCCviral genome replication102/8552131/187234.31e-142.19e-12102
GO:0050792111EsophagusESCCregulation of viral process119/8552164/187232.19e-129.03e-11119
GO:1903900111EsophagusESCCregulation of viral life cycle106/8552148/187231.26e-103.72e-09106
GO:0045069110EsophagusESCCregulation of viral genome replication67/855285/187233.81e-101.04e-0867
GO:200125219EsophagusESCCpositive regulation of chromosome organization64/855282/187231.98e-094.52e-0864
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:004852516EsophagusESCCnegative regulation of viral process66/855292/187233.49e-074.88e-0666
GO:004507114EsophagusESCCnegative regulation of viral genome replication44/855256/187234.84e-076.50e-0644
GO:003969411EsophagusESCCviral RNA genome replication27/855235/187231.48e-049.88e-0427
GO:00708281EsophagusESCCheterochromatin organization31/855246/187232.42e-031.06e-0231
GO:0045814EsophagusESCCnegative regulation of gene expression, epigenetic32/855250/187236.90e-032.52e-0232
GO:0039692EsophagusESCCsingle stranded viral RNA replication via double stranded DNA intermediate15/855220/187237.60e-032.71e-0215
GO:00609686EsophagusESCCregulation of gene silencing48/855281/187239.54e-033.30e-0248
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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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