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: ORM2

Gene summary for ORM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ORM2

Gene ID

5005

Gene nameorosomucoid 2
Gene AliasAGP-B
Cytomap9q32
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P19652


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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
5005ORM2HCC1_MengHumanLiverHCC1.55e-1056.70e-010.0246
5005ORM2HCC2_MengHumanLiverHCC2.32e-08-4.08e-010.0107
5005ORM2cirrhotic2HumanLiverCirrhotic1.54e-05-1.95e-010.0201
5005ORM2cirrhotic3HumanLiverCirrhotic8.20e-04-2.38e-010.0215
5005ORM2HCC1HumanLiverHCC6.42e-093.71e+000.5336
5005ORM2HCC2HumanLiverHCC1.84e-074.94e+000.5341
5005ORM2Pt13.aHumanLiverHCC2.71e-588.44e-010.021
5005ORM2Pt13.bHumanLiverHCC2.07e-788.41e-010.0251
5005ORM2Pt13.cHumanLiverHCC2.26e-033.45e-010.0076
5005ORM2Pt14.aHumanLiverHCC6.96e-091.81e-010.0169
5005ORM2Pt14.bHumanLiverHCC2.38e-205.30e-010.018
5005ORM2Pt14.dHumanLiverHCC3.08e-183.50e-010.0143
5005ORM2S027HumanLiverHCC1.10e-111.65e+000.2446
5005ORM2S028HumanLiverHCC2.72e-261.49e+000.2503
5005ORM2S029HumanLiverHCC1.96e-472.95e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00069531LiverCirrhoticacute-phase response23/463449/187236.06e-044.67e-0323
GO:00025261LiverCirrhoticacute inflammatory response40/4634112/187236.16e-033.06e-0240
GO:00025262LiverHCCacute inflammatory response62/7958112/187234.06e-031.77e-0262
GO:00069532LiverHCCacute-phase response30/795849/187236.31e-032.57e-0230
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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
ORM2SNVMissense_Mutationnovelc.414N>Tp.Lys138Asnp.K138NP19652protein_codingtolerated(0.16)benign(0.41)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ORM2SNVMissense_Mutationc.223N>Cp.Glu75Glnp.E75QP19652protein_codingdeleterious(0.05)benign(0.054)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
ORM2SNVMissense_Mutationnovelc.437N>Ap.Ala146Aspp.A146DP19652protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
ORM2SNVMissense_Mutationnovelc.198C>Ap.Phe66Leup.F66LP19652protein_codingdeleterious(0.01)possibly_damaging(0.708)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ORM2SNVMissense_Mutationrs748201206c.100G>Ap.Ala34Thrp.A34TP19652protein_codingtolerated(0.05)possibly_damaging(0.854)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ORM2SNVMissense_Mutationnovelc.428N>Ap.Ser143Tyrp.S143YP19652protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ORM2SNVMissense_Mutationnovelc.227N>Cp.Asp76Alap.D76AP19652protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
ORM2SNVMissense_Mutationrs768724177c.5N>Tp.Ala2Valp.A2VP19652protein_codingtolerated(0.18)benign(0.125)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ORM2SNVMissense_Mutationnovelc.225N>Tp.Glu75Aspp.E75DP19652protein_codingtolerated(0.24)benign(0.003)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ORM2SNVMissense_Mutationnovelc.289N>Ap.Leu97Metp.L97MP19652protein_codingtolerated(0.11)probably_damaging(0.973)TCGA-AP-A1DK-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
5005ORM2DRUGGABLE GENOMEdocetaxelDOCETAXEL24619498
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