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: RHEX

Gene summary for RHEX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHEX

Gene ID

440712

Gene nameregulator of hemoglobinization and erythroid cell expansion
Gene AliasC1orf186
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0002262

UniProtAcc

Q6ZWK4


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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
440712RHEXCA_HPV_1HumanCervixCC9.60e-24-5.54e-010.0264
440712RHEXCA_HPV_3HumanCervixCC2.49e-03-2.91e-010.0414
440712RHEXN_HPV_2HumanCervixN_HPV1.41e-07-4.10e-01-0.0131
440712RHEXCCII_1HumanCervixCC5.19e-11-6.11e-010.3249
440712RHEXTumorHumanCervixCC1.05e-26-6.11e-010.1241
440712RHEXsample1HumanCervixCC8.75e-07-6.00e-010.0959
440712RHEXsample3HumanCervixCC1.36e-12-4.01e-010.1387
440712RHEXH2HumanCervixHSIL_HPV5.94e-05-1.95e-010.0632
440712RHEXL1HumanCervixCC3.29e-12-6.11e-010.0802
440712RHEXT1HumanCervixCC3.09e-16-5.95e-010.0918
440712RHEXT3HumanCervixCC3.68e-15-3.48e-010.1389
440712RHEXAEH-subject1HumanEndometriumAEH1.17e-1411.99e+00-0.3059
440712RHEXAEH-subject2HumanEndometriumAEH4.49e-971.78e+00-0.2525
440712RHEXAEH-subject3HumanEndometriumAEH5.61e-1291.90e+00-0.2576
440712RHEXAEH-subject4HumanEndometriumAEH1.16e-901.79e+00-0.2657
440712RHEXAEH-subject5HumanEndometriumAEH2.16e-1462.15e+00-0.2953
440712RHEXEEC-subject1HumanEndometriumEEC5.60e-1572.29e+00-0.2682
440712RHEXEEC-subject2HumanEndometriumEEC1.93e-1582.10e+00-0.2607
440712RHEXEEC-subject3HumanEndometriumEEC1.03e-531.37e+00-0.2525
440712RHEXEEC-subject4HumanEndometriumEEC8.11e-1091.82e+00-0.2571
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
∗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:004563716EndometriumAEHregulation of myeloid cell differentiation40/2100210/187235.49e-045.52e-0340
GO:003009916EndometriumAEHmyeloid cell differentiation62/2100381/187231.67e-031.36e-0262
GO:00456484EndometriumAEHpositive regulation of erythrocyte differentiation10/210033/187232.51e-031.87e-0210
GO:00456398EndometriumAEHpositive regulation of myeloid cell differentiation21/2100103/187234.69e-032.99e-0221
GO:004564615EndometriumEECregulation of erythrocyte differentiation16/216847/187234.39e-057.16e-0416
GO:004887217EndometriumEEChomeostasis of number of cells53/2168272/187239.52e-051.34e-0353
GO:000226217EndometriumEECmyeloid cell homeostasis35/2168157/187239.62e-051.35e-0335
GO:190370615EndometriumEECregulation of hemopoiesis67/2168367/187231.01e-041.40e-0367
GO:003410117EndometriumEECerythrocyte homeostasis30/2168129/187231.33e-041.74e-0330
GO:004563717EndometriumEECregulation of myeloid cell differentiation42/2168210/187232.72e-043.09e-0342
GO:003021817EndometriumEECerythrocyte differentiation27/2168120/187234.93e-045.01e-0327
GO:003009917EndometriumEECmyeloid cell differentiation64/2168381/187231.40e-031.14e-0264
GO:004564812EndometriumEECpositive regulation of erythrocyte differentiation10/216833/187233.18e-032.17e-0210
GO:004563914EndometriumEECpositive regulation of myeloid cell differentiation21/2168103/187236.75e-033.93e-0221
GO:003009926Oral cavityEOLPmyeloid cell differentiation91/2218381/187232.87e-114.15e-0991
GO:000226226Oral cavityEOLPmyeloid cell homeostasis49/2218157/187237.93e-119.51e-0949
GO:190370624Oral cavityEOLPregulation of hemopoiesis85/2218367/187236.61e-105.06e-0885
GO:004887226Oral cavityEOLPhomeostasis of number of cells68/2218272/187231.20e-098.27e-0868
GO:003410126Oral cavityEOLPerythrocyte homeostasis41/2218129/187231.48e-099.76e-0841
GO:003021825Oral cavityEOLPerythrocyte differentiation37/2218120/187232.29e-089.66e-0737
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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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