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: RHBDF1

Gene summary for RHBDF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHBDF1

Gene ID

64285

Gene namerhomboid 5 homolog 1
Gene AliasC16orf8
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q96CC6


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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
64285RHBDF1HTA11_2487_2000001011HumanColorectumSER1.64e-052.63e-01-0.1808
64285RHBDF1HTA11_1938_2000001011HumanColorectumAD5.43e-032.23e-01-0.0811
64285RHBDF1HTA11_411_2000001011HumanColorectumSER2.50e-078.33e-01-0.2602
64285RHBDF1HTA11_2112_2000001011HumanColorectumSER3.53e-025.13e-01-0.2196
64285RHBDF1HTA11_696_2000001011HumanColorectumAD9.89e-041.34e-01-0.1464
64285RHBDF1HTA11_866_2000001011HumanColorectumAD9.28e-049.40e-02-0.1001
64285RHBDF1HTA11_1391_2000001011HumanColorectumAD4.36e-021.99e-01-0.059
64285RHBDF1HTA11_866_3004761011HumanColorectumAD4.50e-031.62e-010.096
64285RHBDF1HTA11_7696_3000711011HumanColorectumAD1.63e-071.96e-010.0674
64285RHBDF1HTA11_99999970781_79442HumanColorectumMSS1.17e-154.07e-010.294
64285RHBDF1HTA11_99999971662_82457HumanColorectumMSS2.77e-133.53e-010.3859
64285RHBDF1HTA11_99999973899_84307HumanColorectumMSS7.99e-054.27e-010.2585
64285RHBDF1HTA11_99999974143_84620HumanColorectumMSS1.32e-081.77e-010.3005
64285RHBDF1C21HumanOral cavityOSCC3.06e-174.78e-010.2678
64285RHBDF1C30HumanOral cavityOSCC1.71e-156.90e-010.3055
64285RHBDF1C43HumanOral cavityOSCC2.88e-041.11e-010.1704
64285RHBDF1C46HumanOral cavityOSCC2.12e-041.32e-010.1673
64285RHBDF1C57HumanOral cavityOSCC5.84e-172.94e-010.1679
64285RHBDF1C06HumanOral cavityOSCC7.98e-035.38e-010.2699
64285RHBDF1C08HumanOral cavityOSCC2.83e-111.36e-010.1919
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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
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
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:1903050ColorectumADregulation of proteolysis involved in cellular protein catabolic process92/3918221/187232.04e-123.19e-1092
GO:0038127ColorectumADERBB signaling pathway55/3918121/187231.19e-098.85e-0855
GO:0061136ColorectumADregulation of proteasomal protein catabolic process75/3918187/187231.65e-091.20e-0775
GO:0007173ColorectumADepidermal growth factor receptor signaling pathway50/3918108/187233.08e-092.07e-0750
GO:1901184ColorectumADregulation of ERBB signaling pathway34/391879/187237.46e-061.82e-0434
GO:0042058ColorectumADregulation of epidermal growth factor receptor signaling pathway31/391873/187232.56e-054.89e-0431
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:19033621ColorectumSERregulation of cellular protein catabolic process91/2897255/187231.22e-155.36e-1391
GO:19030501ColorectumSERregulation of proteolysis involved in cellular protein catabolic process77/2897221/187237.85e-132.00e-1077
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00611361ColorectumSERregulation of proteasomal protein catabolic process62/2897187/187231.28e-091.31e-0762
GO:00381271ColorectumSERERBB signaling pathway35/2897121/187231.21e-042.49e-0335
GO:00071731ColorectumSERepidermal growth factor receptor signaling pathway32/2897108/187231.42e-042.82e-0332
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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
RHBDF1SNVMissense_Mutationc.1739N>Ap.Ser580Asnp.S580NQ96CC6protein_codingtolerated(0.7)benign(0.001)TCGA-E9-A1R3-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapymethotrexateSD
RHBDF1insertionIn_Frame_Insnovelc.58_59insAGGp.Leu20delinsGlnValp.L20delinsQVQ96CC6protein_codingTCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RHBDF1insertionFrame_Shift_Insnovelc.57_58insATGGGGACATGGTCTTGGGATTGCACp.Leu20MetfsTer10p.L20Mfs*10Q96CC6protein_codingTCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RHBDF1deletionFrame_Shift_Delc.1295delTp.Phe432SerfsTer95p.F432Sfs*95Q96CC6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RHBDF1SNVMissense_Mutationrs772594707c.177N>Gp.Ile59Metp.I59MQ96CC6protein_codingtolerated(0.24)benign(0.001)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
RHBDF1SNVMissense_Mutationc.224N>Tp.Thr75Metp.T75MQ96CC6protein_codingtolerated(0.09)benign(0.014)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RHBDF1SNVMissense_Mutationc.1453G>Ap.Val485Metp.V485MQ96CC6protein_codingdeleterious(0)benign(0.06)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RHBDF1SNVMissense_Mutationc.1433N>Ap.Cys478Tyrp.C478YQ96CC6protein_codingdeleterious(0)probably_damaging(0.922)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
RHBDF1SNVMissense_Mutationc.1861T>Cp.Tyr621Hisp.Y621HQ96CC6protein_codingdeleterious(0.01)possibly_damaging(0.54)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHBDF1SNVMissense_Mutationrs573506725c.1327N>Tp.Arg443Trpp.R443WQ96CC6protein_codingdeleterious(0.03)benign(0.174)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<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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