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: OPA1

Gene summary for OPA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OPA1

Gene ID

4976

Gene nameOPA1 mitochondrial dynamin like GTPase
Gene AliasBERHS
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

O60313


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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
4976OPA1CCI_2HumanCervixCC5.47e-131.44e+000.5249
4976OPA1CCI_3HumanCervixCC1.68e-181.10e+000.516
4976OPA1HTA11_3410_2000001011HumanColorectumAD7.04e-12-4.80e-010.0155
4976OPA1HTA11_2487_2000001011HumanColorectumSER4.07e-05-4.14e-01-0.1808
4976OPA1HTA11_3361_2000001011HumanColorectumAD1.15e-03-4.87e-01-0.1207
4976OPA1HTA11_696_2000001011HumanColorectumAD3.80e-06-3.16e-01-0.1464
4976OPA1HTA11_866_2000001011HumanColorectumAD3.74e-03-3.29e-01-0.1001
4976OPA1HTA11_5212_2000001011HumanColorectumAD4.86e-02-3.72e-01-0.2061
4976OPA1HTA11_7862_2000001011HumanColorectumAD8.06e-03-5.56e-01-0.0179
4976OPA1HTA11_866_3004761011HumanColorectumAD2.40e-08-5.15e-010.096
4976OPA1HTA11_10711_2000001011HumanColorectumAD4.92e-05-4.43e-010.0338
4976OPA1HTA11_7696_3000711011HumanColorectumAD7.45e-07-4.32e-010.0674
4976OPA1HTA11_6818_2000001021HumanColorectumAD1.21e-04-5.01e-010.0588
4976OPA1HTA11_99999970781_79442HumanColorectumMSS4.67e-07-3.20e-010.294
4976OPA1HTA11_99999971662_82457HumanColorectumMSS6.02e-12-4.16e-010.3859
4976OPA1HTA11_99999973899_84307HumanColorectumMSS8.42e-05-6.14e-010.2585
4976OPA1HTA11_99999974143_84620HumanColorectumMSS1.79e-17-5.18e-010.3005
4976OPA1F007HumanColorectumFAP6.91e-06-4.28e-010.1176
4976OPA1A001-C-207HumanColorectumFAP8.03e-07-3.88e-010.1278
4976OPA1A015-C-203HumanColorectumFAP3.25e-32-4.97e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:200123310CervixCCregulation of apoptotic signaling pathway96/2311356/187234.08e-143.05e-1196
GO:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:200124210CervixCCregulation of intrinsic apoptotic signaling pathway52/2311164/187235.06e-111.01e-0852
GO:200123410CervixCCnegative regulation of apoptotic signaling pathway56/2311224/187231.39e-076.70e-0656
GO:00107699CervixCCregulation of cell morphogenesis involved in differentiation31/231196/187232.43e-071.05e-0531
GO:00075689CervixCCaging75/2311339/187232.75e-071.13e-0575
GO:00091449CervixCCpurine nucleoside triphosphate metabolic process29/231188/187233.62e-071.45e-0529
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:00163587CervixCCdendrite development58/2311243/187234.52e-071.76e-0558
GO:00092058CervixCCpurine ribonucleoside triphosphate metabolic process27/231182/187239.24e-073.25e-0527
GO:190589710CervixCCregulation of response to endoplasmic reticulum stress27/231182/187239.24e-073.25e-0527
GO:00091998CervixCCribonucleoside triphosphate metabolic process28/231189/187231.65e-065.44e-0528
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:003497610CervixCCresponse to endoplasmic reticulum stress57/2311256/187235.81e-061.42e-0457
GO:190357310CervixCCnegative regulation of response to endoplasmic reticulum stress17/231144/187238.57e-061.97e-0417
GO:00091419CervixCCnucleoside triphosphate metabolic process31/2311112/187239.38e-062.11e-0431
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa0501717CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050172ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050173ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050174ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050175ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050178ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa050179ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa0501727EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa05017112EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501736EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa0501721LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501731LiverHCCSpinocerebellar ataxia92/4020143/84653.20e-051.88e-041.04e-0492
hsa0501725Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa05017111Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa0501742Oral cavityEOLPSpinocerebellar ataxia30/1218143/84651.96e-024.94e-022.91e-0230
hsa0501752Oral cavityEOLPSpinocerebellar ataxia30/1218143/84651.96e-024.94e-022.91e-0230
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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
OPA1SNVMissense_Mutationnovelc.2534N>Gp.Tyr845Cysp.Y845CO60313protein_codingtolerated(0.14)possibly_damaging(0.865)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
OPA1SNVMissense_Mutationrs760300107c.1861N>Tp.Arg621Cysp.R621CO60313protein_codingdeleterious(0)probably_damaging(0.943)TCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OPA1SNVMissense_Mutationnovelc.1709N>Cp.Met570Thrp.M570TO60313protein_codingtolerated(0.16)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OPA1SNVMissense_Mutationnovelc.201C>Gp.Asn67Lysp.N67KO60313protein_codingtolerated(0.72)benign(0)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
OPA1SNVMissense_Mutationc.801G>Cp.Gln267Hisp.Q267HO60313protein_codingdeleterious(0.01)possibly_damaging(0.742)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
OPA1SNVMissense_Mutationc.2203G>Cp.Asp735Hisp.D735HO60313protein_codingdeleterious(0.03)probably_damaging(0.984)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OPA1deletionIn_Frame_Delc.824_826delNNNp.Glu276delp.E276delO60313protein_codingTCGA-A8-A09V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
OPA1insertionFrame_Shift_Insnovelc.1999_2000insTACCp.Thr667IlefsTer6p.T667Ifs*6O60313protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
OPA1SNVMissense_Mutationc.2318C>Ap.Ser773Tyrp.S773YO60313protein_codingdeleterious(0.04)benign(0.163)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OPA1SNVMissense_Mutationc.1783N>Cp.Glu595Glnp.E595QO60313protein_codingdeleterious(0.02)possibly_damaging(0.48)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
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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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