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: ROMO1

Gene summary for ROMO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ROMO1

Gene ID

140823

Gene namereactive oxygen species modulator 1
Gene AliasC20orf52
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

P60602


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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
140823ROMO1GSM4909282HumanBreastIDC6.21e-074.10e-01-0.0288
140823ROMO1GSM4909285HumanBreastIDC5.08e-03-1.46e-010.21
140823ROMO1GSM4909287HumanBreastIDC1.48e-043.42e-010.2057
140823ROMO1GSM4909290HumanBreastIDC2.07e-074.35e-010.2096
140823ROMO1GSM4909291HumanBreastIDC4.66e-064.26e-010.1753
140823ROMO1GSM4909293HumanBreastIDC1.07e-093.28e-010.1581
140823ROMO1GSM4909294HumanBreastIDC8.21e-103.48e-010.2022
140823ROMO1GSM4909296HumanBreastIDC9.13e-133.29e-010.1524
140823ROMO1GSM4909297HumanBreastIDC4.23e-08-3.25e-020.1517
140823ROMO1GSM4909298HumanBreastIDC1.69e-063.24e-010.1551
140823ROMO1GSM4909299HumanBreastIDC8.40e-052.82e-010.035
140823ROMO1GSM4909301HumanBreastIDC3.37e-205.44e-010.1577
140823ROMO1GSM4909304HumanBreastIDC2.07e-256.23e-010.1636
140823ROMO1GSM4909307HumanBreastIDC6.91e-033.00e-010.1569
140823ROMO1GSM4909308HumanBreastIDC6.62e-052.11e-010.158
140823ROMO1GSM4909309HumanBreastIDC4.53e-103.72e-010.0483
140823ROMO1GSM4909311HumanBreastIDC3.14e-372.49e-010.1534
140823ROMO1GSM4909312HumanBreastIDC6.53e-081.35e-010.1552
140823ROMO1GSM4909315HumanBreastIDC1.16e-236.34e-010.21
140823ROMO1GSM4909316HumanBreastIDC2.38e-156.16e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:19905427BreastPrecancermitochondrial transmembrane transport22/1080102/187236.38e-083.80e-0622
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00705858BreastPrecancerprotein localization to mitochondrion21/1080125/187239.07e-062.42e-0421
GO:00070066BreastPrecancermitochondrial membrane organization20/1080116/187239.88e-062.61e-0420
GO:00726558BreastPrecancerestablishment of protein localization to mitochondrion20/1080120/187231.66e-054.03e-0420
GO:00346149BreastPrecancercellular response to reactive oxygen species23/1080155/187232.82e-056.31e-0423
GO:00725938BreastPrecancerreactive oxygen species metabolic process30/1080239/187235.13e-051.07e-0330
GO:00197307BreastPrecancerantimicrobial humoral response19/1080122/187237.02e-051.40e-0319
GO:00618446BreastPrecancerantimicrobial humoral immune response mediated by antimicrobial peptide14/108079/187231.53e-042.61e-0314
GO:00901516BreastPrecancerestablishment of protein localization to mitochondrial membrane8/108030/187232.24e-043.40e-038
GO:00066268BreastPrecancerprotein targeting to mitochondrion15/1080100/187235.94e-047.48e-0315
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:20003778BreastPrecancerregulation of reactive oxygen species metabolic process20/1080157/187237.19e-048.65e-0320
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
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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
ROMO1SNVMissense_Mutationc.172N>Gp.Lys58Glup.K58EP60602protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ROMO1SNVMissense_Mutationnovelc.142C>Tp.Arg48Trpp.R48WP60602protein_codingdeleterious(0.04)benign(0.007)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
ROMO1SNVMissense_Mutationnovelc.186N>Cp.Gln62Hisp.Q62HP60602protein_codingdeleterious(0.04)benign(0.425)TCGA-85-A4QQ-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
ROMO1SNVMissense_Mutationrs749056787c.193N>Ap.Gly65Serp.G65SP60602protein_codingtolerated(0.16)benign(0.056)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
ROMO1SNVMissense_Mutationnovelc.37N>Ap.Pro13Thrp.P13TP60602protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-VQ-AA68-01Stomachstomach adenocarcinomaFemale<65III/IVChemotherapyfluorouracilCR
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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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