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:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:000226210CervixCCmyeloid cell homeostasis43/2311157/187232.66e-071.12e-0543
GO:003410110CervixCCerythrocyte homeostasis37/2311129/187235.16e-071.93e-0537
GO:003021810CervixCCerythrocyte differentiation34/2311120/187232.00e-066.18e-0534
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:004563710CervixCCregulation of myeloid cell differentiation48/2311210/187231.49e-052.93e-0448
GO:00456468CervixCCregulation of erythrocyte differentiation17/231147/187232.38e-054.16e-0417
GO:00456397CervixCCpositive regulation of myeloid cell differentiation28/2311103/187233.56e-055.70e-0428
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00456483CervixCCpositive regulation of erythrocyte differentiation12/231133/187233.53e-043.68e-0312
GO:003009915CervixHSIL_HPVmyeloid cell differentiation36/737381/187231.19e-065.62e-0536
GO:190370613CervixHSIL_HPVregulation of hemopoiesis35/737367/187231.35e-066.21e-0535
GO:004563715CervixHSIL_HPVregulation of myeloid cell differentiation22/737210/187232.97e-058.57e-0422
GO:000226215CervixHSIL_HPVmyeloid cell homeostasis18/737157/187234.75e-051.21e-0318
GO:003410115CervixHSIL_HPVerythrocyte homeostasis16/737129/187234.76e-051.21e-0316
GO:004563913CervixHSIL_HPVpositive regulation of myeloid cell differentiation13/737103/187232.00e-043.65e-0313
GO:001922111CervixHSIL_HPVcytokine-mediated signaling pathway35/737472/187232.64e-044.52e-0335
GO:003021815CervixHSIL_HPVerythrocyte differentiation14/737120/187232.67e-044.54e-0314
GO:004564811CervixHSIL_HPVpositive regulation of erythrocyte differentiation6/73733/187231.63e-031.77e-026
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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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