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: RHNO1

Gene summary for RHNO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHNO1

Gene ID

83695

Gene nameRAD9-HUS1-RAD1 interacting nuclear orphan 1
Gene AliasC12orf32
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q9BSD3


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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
83695RHNO1P49T-EHumanEsophagusESCC5.97e-101.23e+000.1768
83695RHNO1P52T-EHumanEsophagusESCC1.21e-174.93e-010.1555
83695RHNO1P54T-EHumanEsophagusESCC3.24e-143.49e-010.0975
83695RHNO1P56T-EHumanEsophagusESCC1.31e-066.38e-010.1613
83695RHNO1P57T-EHumanEsophagusESCC1.46e-173.39e-010.0926
83695RHNO1P61T-EHumanEsophagusESCC3.13e-205.81e-010.099
83695RHNO1P62T-EHumanEsophagusESCC2.75e-366.48e-010.1302
83695RHNO1P65T-EHumanEsophagusESCC2.88e-153.73e-010.0978
83695RHNO1P74T-EHumanEsophagusESCC6.68e-338.37e-010.1479
83695RHNO1P75T-EHumanEsophagusESCC3.74e-234.56e-010.1125
83695RHNO1P76T-EHumanEsophagusESCC1.55e-185.00e-010.1207
83695RHNO1P79T-EHumanEsophagusESCC1.55e-153.86e-010.1154
83695RHNO1P80T-EHumanEsophagusESCC4.93e-369.03e-010.155
83695RHNO1P82T-EHumanEsophagusESCC2.07e-094.52e-010.1072
83695RHNO1P83T-EHumanEsophagusESCC7.25e-308.70e-010.1738
83695RHNO1P84T-EHumanEsophagusESCC3.55e-043.20e-010.0933
83695RHNO1P89T-EHumanEsophagusESCC1.77e-211.19e+000.1752
83695RHNO1P91T-EHumanEsophagusESCC2.72e-121.23e+000.1828
83695RHNO1P107T-EHumanEsophagusESCC1.75e-255.91e-010.171
83695RHNO1P126T-EHumanEsophagusESCC9.10e-034.46e-010.1125
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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
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:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:003464413EsophagusESCCcellular response to UV70/855290/187234.59e-101.20e-0870
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:004277014EsophagusESCCsignal transduction in response to DNA damage117/8552172/187232.38e-095.32e-08117
GO:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:0071479110EsophagusESCCcellular response to ionizing radiation54/855272/187233.85e-075.32e-0654
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:00000775EsophagusESCCDNA damage checkpoint78/8552115/187231.27e-061.56e-0578
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00714821EsophagusESCCcellular response to light stimulus75/8552123/187234.45e-042.50e-0375
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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
RHNO1SNVMissense_Mutationc.27N>Tp.Gln9Hisp.Q9HQ9BSD3protein_codingtolerated(0.67)benign(0.01)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RHNO1SNVMissense_Mutationnovelc.541N>Cp.Ser181Argp.S181RQ9BSD3protein_codingtolerated(0.36)benign(0.022)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RHNO1SNVMissense_Mutationnovelc.236N>Gp.Ala79Glyp.A79GQ9BSD3protein_codingdeleterious(0.04)possibly_damaging(0.82)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RHNO1SNVMissense_Mutationc.631N>Cp.Val211Leup.V211LQ9BSD3protein_codingdeleterious(0)possibly_damaging(0.687)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RHNO1SNVMissense_Mutationc.647N>Ap.Arg216Glnp.R216QQ9BSD3protein_codingdeleterious(0.02)possibly_damaging(0.472)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RHNO1SNVMissense_Mutationnovelc.16N>Cp.Lys6Glnp.K6QQ9BSD3protein_codingdeleterious(0.01)possibly_damaging(0.758)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RHNO1SNVMissense_Mutationnovelc.400C>Tp.Pro134Serp.P134SQ9BSD3protein_codingdeleterious(0.04)possibly_damaging(0.871)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RHNO1SNVMissense_Mutationnovelc.542N>Ap.Ser181Asnp.S181NQ9BSD3protein_codingtolerated(0.29)possibly_damaging(0.571)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RHNO1SNVMissense_Mutationnovelc.502G>Ap.Glu168Lysp.E168KQ9BSD3protein_codingtolerated(0.83)benign(0.001)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHNO1SNVMissense_Mutationc.62N>Tp.Gln21Leup.Q21LQ9BSD3protein_codingtolerated(0.16)benign(0.215)TCGA-B5-A0K6-01Endometriumuterine 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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