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: RHBDD3

Gene summary for RHBDD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHBDD3

Gene ID

25807

Gene namerhomboid domain containing 3
Gene AliasC22orf3
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R1J2


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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
25807RHBDD3LZE4THumanEsophagusESCC1.57e-031.56e-010.0811
25807RHBDD3LZE7THumanEsophagusESCC4.16e-073.94e-010.0667
25807RHBDD3LZE8THumanEsophagusESCC3.16e-051.97e-010.067
25807RHBDD3LZE24THumanEsophagusESCC2.52e-092.93e-010.0596
25807RHBDD3LZE21THumanEsophagusESCC1.74e-032.40e-010.0655
25807RHBDD3LZE6THumanEsophagusESCC3.40e-021.99e-010.0845
25807RHBDD3P1T-EHumanEsophagusESCC6.30e-063.45e-010.0875
25807RHBDD3P2T-EHumanEsophagusESCC2.47e-274.42e-010.1177
25807RHBDD3P4T-EHumanEsophagusESCC2.86e-306.73e-010.1323
25807RHBDD3P5T-EHumanEsophagusESCC5.98e-071.16e-010.1327
25807RHBDD3P8T-EHumanEsophagusESCC3.92e-243.74e-010.0889
25807RHBDD3P9T-EHumanEsophagusESCC6.93e-112.60e-010.1131
25807RHBDD3P10T-EHumanEsophagusESCC2.42e-274.38e-010.116
25807RHBDD3P11T-EHumanEsophagusESCC7.95e-083.91e-010.1426
25807RHBDD3P12T-EHumanEsophagusESCC1.33e-224.08e-010.1122
25807RHBDD3P15T-EHumanEsophagusESCC7.01e-194.12e-010.1149
25807RHBDD3P16T-EHumanEsophagusESCC6.26e-274.29e-010.1153
25807RHBDD3P17T-EHumanEsophagusESCC8.04e-083.36e-010.1278
25807RHBDD3P20T-EHumanEsophagusESCC4.20e-122.37e-010.1124
25807RHBDD3P21T-EHumanEsophagusESCC3.28e-072.49e-010.1617
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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
∗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:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0061008110EsophagusESCChepaticobiliary system development98/8552150/187238.91e-071.15e-0598
GO:0001889110EsophagusESCCliver development96/8552147/187231.18e-061.47e-0596
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:000268316EsophagusESCCnegative regulation of immune system process231/8552434/187238.48e-044.36e-03231
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:004573222LiverHCCpositive regulation of protein catabolic process163/7958231/187234.00e-184.69e-16163
GO:000188922LiverHCCliver development108/7958147/187232.16e-141.41e-12108
GO:006100822LiverHCChepaticobiliary system development109/7958150/187235.72e-143.42e-12109
GO:004873222LiverHCCgland development242/7958436/187232.26e-085.28e-07242
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:00025262LiverHCCacute inflammatory response62/7958112/187234.06e-031.77e-0262
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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
RHBDD3SNVMissense_Mutationrs751207459c.860C>Tp.Pro287Leup.P287LQ9Y3P4protein_codingtolerated(0.31)benign(0.005)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD3SNVMissense_Mutationnovelc.563C>Tp.Pro188Leup.P188LQ9Y3P4protein_codingtolerated(1)benign(0)TCGA-CM-6168-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD3SNVMissense_Mutationc.628N>Tp.Pro210Serp.P210SQ9Y3P4protein_codingtolerated(0.33)possibly_damaging(0.831)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RHBDD3SNVMissense_Mutationc.1100A>Gp.Glu367Glyp.E367GQ9Y3P4protein_codingdeleterious(0.04)benign(0.001)TCGA-G5-6233-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPD
RHBDD3SNVMissense_Mutationc.512N>Ap.Gly171Aspp.G171DQ9Y3P4protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD3SNVMissense_Mutationnovelc.686N>Tp.Ala229Valp.A229VQ9Y3P4protein_codingtolerated(0.09)benign(0.001)TCGA-AP-A1DH-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHBDD3SNVMissense_Mutationnovelc.1148C>Ap.Pro383Hisp.P383HQ9Y3P4protein_codingtolerated_low_confidence(0.06)benign(0.431)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RHBDD3SNVMissense_Mutationrs751651782c.434C>Tp.Pro145Leup.P145LQ9Y3P4protein_codingtolerated(0.23)benign(0.036)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
RHBDD3SNVMissense_Mutationc.1079N>Ap.Val360Aspp.V360DQ9Y3P4protein_codingdeleterious(0)probably_damaging(0.963)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD3SNVMissense_Mutationrs751650483c.523N>Ap.Gly175Serp.G175SQ9Y3P4protein_codingdeleterious(0)probably_damaging(1)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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