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: HMOX1

Gene summary for HMOX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMOX1

Gene ID

3162

Gene nameheme oxygenase 1
Gene AliasHMOX1D
Cytomap22q12.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

P09601


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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
3162HMOX1GSM4909281HumanBreastIDC1.65e-07-5.09e-010.21
3162HMOX1GSM4909282HumanBreastIDC1.27e-19-6.08e-01-0.0288
3162HMOX1GSM4909285HumanBreastIDC5.06e-18-6.13e-010.21
3162HMOX1GSM4909286HumanBreastIDC1.06e-23-6.32e-010.1081
3162HMOX1GSM4909287HumanBreastIDC5.61e-13-5.50e-010.2057
3162HMOX1GSM4909288HumanBreastIDC3.19e-04-5.98e-010.0988
3162HMOX1GSM4909289HumanBreastIDC7.58e-05-6.37e-010.1064
3162HMOX1GSM4909290HumanBreastIDC1.42e-10-5.72e-010.2096
3162HMOX1GSM4909291HumanBreastIDC1.05e-10-6.04e-010.1753
3162HMOX1GSM4909293HumanBreastIDC4.11e-21-6.25e-010.1581
3162HMOX1GSM4909294HumanBreastIDC4.47e-24-6.33e-010.2022
3162HMOX1GSM4909295HumanBreastIDC2.56e-07-5.63e-010.0898
3162HMOX1GSM4909296HumanBreastIDC9.21e-21-6.19e-010.1524
3162HMOX1GSM4909297HumanBreastIDC3.27e-25-6.28e-010.1517
3162HMOX1GSM4909298HumanBreastIDC3.38e-17-6.16e-010.1551
3162HMOX1GSM4909299HumanBreastIDC1.10e-21-6.28e-010.035
3162HMOX1GSM4909300HumanBreastIDC4.42e-11-6.37e-010.0334
3162HMOX1GSM4909301HumanBreastIDC8.69e-18-6.18e-010.1577
3162HMOX1GSM4909302HumanBreastIDC5.62e-22-6.27e-010.1545
3162HMOX1GSM4909303HumanBreastIDC1.46e-07-6.37e-010.0438
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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
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
∗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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00425429BreastPrecancerresponse to hydrogen peroxide26/1080146/187232.52e-071.26e-0526
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00022629BreastPrecancermyeloid cell homeostasis27/1080157/187233.10e-071.49e-0527
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00511019BreastPrecancerregulation of DNA binding22/1080118/187239.28e-073.71e-0522
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0406616BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0421610BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0406617BreastPrecancerHIF-1 signaling pathway23/684109/84651.51e-051.59e-041.22e-0423
hsa0421613BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0520824BreastIDCChemical carcinogenesis - reactive oxygen species71/867223/84652.55e-197.53e-185.63e-1871
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0421623BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0406623BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0497812BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0520834BreastIDCChemical carcinogenesis - reactive oxygen species71/867223/84652.55e-197.53e-185.63e-1871
hsa0541834BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0421633BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0406633BreastIDCHIF-1 signaling pathway22/867109/84651.36e-031.00e-027.50e-0322
hsa0497813BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0520843BreastDCISChemical carcinogenesis - reactive oxygen species70/846223/84652.82e-198.29e-186.10e-1870
hsa0541844BreastDCISFluid shear stress and atherosclerosis34/846139/84655.31e-079.03e-066.65e-0634
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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
HMOX1SNVMissense_Mutationrs367932474c.141N>Gp.Phe47Leup.F47LP09601protein_codingdeleterious(0.04)probably_damaging(0.993)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
HMOX1SNVMissense_Mutationc.479N>Ap.Ser160Tyrp.S160YP09601protein_codingdeleterious(0)probably_damaging(0.974)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
HMOX1SNVMissense_Mutationc.829N>Gp.Leu277Valp.L277VP09601protein_codingtolerated(0.24)benign(0.003)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
HMOX1SNVMissense_Mutationc.829N>Gp.Leu277Valp.L277VP09601protein_codingtolerated(0.24)benign(0.003)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HMOX1SNVMissense_Mutationc.196N>Cp.Glu66Glnp.E66QP09601protein_codingdeleterious(0)probably_damaging(0.947)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
HMOX1SNVMissense_Mutationrs768800478c.452N>Tp.Ala151Valp.A151VP09601protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HMOX1SNVMissense_Mutationc.186N>Tp.Glu62Aspp.E62DP09601protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HMOX1SNVMissense_Mutationrs766615761c.199N>Tp.Arg67Cysp.R67CP09601protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HMOX1SNVMissense_Mutationc.767N>Gp.Lys256Argp.K256RP09601protein_codingtolerated(0.2)benign(0.014)TCGA-DM-A1DA-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HMOX1SNVMissense_Mutationnovelc.368N>Ap.Arg123Hisp.R123HP09601protein_codingtolerated(0.07)benign(0.023)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCEZNCL29175711
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCENEUROTROPHIC FACTOR16298686
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCEHORMONES16214137
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCESELENIUM12751798
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCEStannsoporfinSTANNSOPORFIN
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCESTANNSOPORFINSTANNSOPORFIN
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCESORAFENIBSORAFENIB26309414
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCESUNITINIBSUNITINIB26309414
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCEASPIRINASPIRIN12927812
3162HMOX1ENZYME, DRUGGABLE GENOME, DRUG RESISTANCEVITAMIN D15225803
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