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: RHBDD2

Gene summary for RHBDD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHBDD2

Gene ID

57414

Gene namerhomboid domain containing 2
Gene AliasNPD007
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q6NTF9


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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
57414RHBDD2HTA11_3410_2000001011HumanColorectumAD1.56e-061.60e-010.0155
57414RHBDD2HTA11_2487_2000001011HumanColorectumSER5.09e-123.54e-01-0.1808
57414RHBDD2HTA11_1938_2000001011HumanColorectumAD7.42e-062.71e-01-0.0811
57414RHBDD2HTA11_78_2000001011HumanColorectumAD6.83e-031.79e-01-0.1088
57414RHBDD2HTA11_347_2000001011HumanColorectumAD2.72e-102.43e-01-0.1954
57414RHBDD2HTA11_411_2000001011HumanColorectumSER9.92e-108.05e-01-0.2602
57414RHBDD2HTA11_2112_2000001011HumanColorectumSER3.64e-045.11e-01-0.2196
57414RHBDD2HTA11_3361_2000001011HumanColorectumAD3.83e-073.70e-01-0.1207
57414RHBDD2HTA11_83_2000001011HumanColorectumSER2.98e-023.11e-01-0.1526
57414RHBDD2HTA11_696_2000001011HumanColorectumAD1.91e-144.41e-01-0.1464
57414RHBDD2HTA11_1391_2000001011HumanColorectumAD3.37e-175.58e-01-0.059
57414RHBDD2HTA11_2992_2000001011HumanColorectumSER2.48e-064.78e-01-0.1706
57414RHBDD2HTA11_5212_2000001011HumanColorectumAD2.16e-063.15e-01-0.2061
57414RHBDD2HTA11_546_2000001011HumanColorectumAD1.20e-063.40e-01-0.0842
57414RHBDD2HTA11_866_3004761011HumanColorectumAD1.84e-072.87e-010.096
57414RHBDD2HTA11_10711_2000001011HumanColorectumAD1.12e-032.89e-010.0338
57414RHBDD2HTA11_7696_3000711011HumanColorectumAD5.96e-052.84e-010.0674
57414RHBDD2HTA11_99999970781_79442HumanColorectumMSS1.85e-083.19e-010.294
57414RHBDD2HTA11_99999965062_69753HumanColorectumMSI-H3.55e-024.88e-010.3487
57414RHBDD2HTA11_99999965104_69814HumanColorectumMSS7.69e-083.02e-010.281
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:0034976113ThyroidPTCresponse to endoplasmic reticulum stress161/5968256/187231.14e-243.27e-22161
GO:0035966113ThyroidPTCresponse to topologically incorrect protein101/5968159/187232.00e-161.66e-14101
GO:0006986113ThyroidPTCresponse to unfolded protein87/5968137/187232.46e-141.57e-1287
GO:00365038ThyroidPTCERAD pathway71/5968107/187232.37e-131.22e-1171
GO:003043315ThyroidPTCubiquitin-dependent ERAD pathway59/596885/187231.30e-125.91e-1159
GO:0035967113ThyroidPTCcellular response to topologically incorrect protein73/5968116/187235.62e-122.41e-1073
GO:0034620113ThyroidPTCcellular response to unfolded protein60/596896/187236.36e-101.97e-0860
GO:0030968111ThyroidPTCendoplasmic reticulum unfolded protein response48/596874/187235.52e-091.41e-0748
GO:000698628Thyroidgoitersresponse to unfolded protein17/497137/187231.38e-071.10e-0517
GO:003596628Thyroidgoitersresponse to topologically incorrect protein18/497159/187232.42e-071.82e-0518
GO:003497628Thyroidgoitersresponse to endoplasmic reticulum stress20/497256/187231.77e-056.80e-0420
GO:0010498210Thyroidgoitersproteasomal protein catabolic process27/497490/187233.03e-047.94e-0327
GO:003462027Thyroidgoiterscellular response to unfolded protein9/49796/187231.02e-032.10e-029
GO:003596728Thyroidgoiterscellular response to topologically incorrect protein10/497116/187231.05e-032.15e-0210
GO:003650316ThyroidgoitersERAD pathway9/497107/187232.19e-033.62e-029
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:0043161210ThyroidATCproteasome-mediated ubiquitin-dependent protein catabolic process265/6293412/187237.09e-381.49e-34265
GO:003497633ThyroidATCresponse to endoplasmic reticulum stress167/6293256/187232.62e-251.03e-22167
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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
RHBDD2SNVMissense_Mutationnovelc.722N>Tp.Ala241Valp.A241VQ6NTF9protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-E9-A1RG-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
RHBDD2SNVMissense_Mutationrs782231378c.293N>Ap.Arg98Hisp.R98HQ6NTF9protein_codingdeleterious(0)probably_damaging(0.949)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationc.335N>Cp.Ile112Thrp.I112TQ6NTF9protein_codingdeleterious(0.05)benign(0.197)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationc.154N>Cp.Ser52Prop.S52PQ6NTF9protein_codingtolerated(0.42)benign(0.007)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationc.631G>Ap.Ala211Thrp.A211TQ6NTF9protein_codingdeleterious(0.01)benign(0.186)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
RHBDD2SNVMissense_Mutationnovelc.873G>Ap.Met291Ilep.M291IQ6NTF9protein_codingtolerated(0.28)benign(0.003)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationnovelc.907C>Ap.Leu303Metp.L303MQ6NTF9protein_codingtolerated(0.07)benign(0.365)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationrs368476168c.613N>Ap.Asp205Asnp.D205NQ6NTF9protein_codingtolerated(0.05)benign(0.144)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationnovelc.998N>Tp.Pro333Leup.P333LQ6NTF9protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHBDD2SNVMissense_Mutationrs782696848c.823N>Ap.Ala275Thrp.A275TQ6NTF9protein_codingtolerated(0.63)benign(0)TCGA-AX-A0J1-01Endometriumuterine 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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