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: SEM1

Gene summary for SEM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SEM1

Gene ID

7979

Gene nameSEM1 26S proteasome subunit
Gene AliasC7orf76
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

P60896


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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
7979SEM1GSM4909281HumanBreastIDC1.67e-619.74e-010.21
7979SEM1GSM4909282HumanBreastIDC5.42e-701.00e+00-0.0288
7979SEM1GSM4909285HumanBreastIDC4.10e-215.98e-010.21
7979SEM1GSM4909286HumanBreastIDC5.12e-367.34e-010.1081
7979SEM1GSM4909287HumanBreastIDC2.34e-084.44e-010.2057
7979SEM1GSM4909288HumanBreastIDC9.00e-126.98e-010.0988
7979SEM1GSM4909289HumanBreastIDC6.82e-035.19e-010.1064
7979SEM1GSM4909290HumanBreastIDC7.47e-156.02e-010.2096
7979SEM1GSM4909293HumanBreastIDC7.18e-225.85e-010.1581
7979SEM1GSM4909294HumanBreastIDC3.33e-296.21e-010.2022
7979SEM1GSM4909295HumanBreastIDC5.98e-106.07e-010.0898
7979SEM1GSM4909296HumanBreastIDC4.13e-346.91e-010.1524
7979SEM1GSM4909297HumanBreastIDC9.74e-074.50e-020.1517
7979SEM1GSM4909298HumanBreastIDC1.34e-195.15e-010.1551
7979SEM1GSM4909299HumanBreastIDC1.99e-074.34e-010.035
7979SEM1GSM4909301HumanBreastIDC1.84e-084.61e-010.1577
7979SEM1GSM4909302HumanBreastIDC5.56e-226.55e-010.1545
7979SEM1GSM4909304HumanBreastIDC1.17e-124.63e-010.1636
7979SEM1GSM4909305HumanBreastIDC5.23e-073.10e-010.0436
7979SEM1GSM4909306HumanBreastIDC7.92e-397.97e-010.1564
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305010BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501714BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516918BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0305013BreastPrecancerProteasome25/68446/84654.35e-169.81e-157.52e-1525
hsa0501715BreastPrecancerSpinocerebellar ataxia29/684143/84652.79e-063.83e-052.94e-0529
hsa0516919BreastPrecancerEpstein-Barr virus infection35/684202/84651.15e-051.26e-049.64e-0535
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0502023BreastIDCPrion disease102/867273/84653.70e-344.01e-323.00e-32102
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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
SEM1SNVMissense_Mutationnovelc.95N>Ap.Ser32Asnp.S32Nprotein_codingdeleterious_low_confidence(0.05)benign(0.007)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SEM1SNVMissense_Mutationc.133N>Ap.Asp45Asnp.D45NP60896protein_codingdeleterious(0)possibly_damaging(0.822)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SEM1SNVMissense_Mutationc.347G>Tp.Arg116Ilep.R116Iprotein_codingdeleterious_low_confidence(0.02)benign(0.166)TCGA-DF-A2KV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SEM1SNVMissense_Mutationc.125N>Cp.Asn42Thrp.N42TP60896protein_codingdeleterious(0)possibly_damaging(0.728)TCGA-CC-5264-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownSD
SEM1SNVMissense_Mutationnovelc.152N>Tp.Asp51Valp.D51VP60896protein_codingdeleterious(0)probably_damaging(0.942)TCGA-CC-A8HU-01Liverliver hepatocellular carcinomaFemale<65III/IVUnknownUnknownPD
SEM1SNVMissense_Mutationc.193G>Cp.Glu65Glnp.E65Qprotein_codingdeleterious_low_confidence(0)unknown(0)TCGA-69-7979-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SEM1SNVMissense_Mutationnovelc.177N>Cp.Glu59Aspp.E59Dprotein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-MN-A4N5-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
SEM1SNVMissense_Mutationrs543465507c.189G>Ap.Met63Ilep.M63Iprotein_codingtolerated_low_confidence(0.41)benign(0)TCGA-58-8390-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SEM1SNVMissense_Mutationnovelc.250N>Tp.Ser84Cysp.S84Cprotein_codingdeleterious_low_confidence(0)benign(0.062)TCGA-CN-6021-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownPD
SEM1SNVMissense_Mutationnovelc.198G>Cp.Lys66Asnp.K66NP60896protein_codingdeleterious(0.01)possibly_damaging(0.775)TCGA-CR-7388-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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
7979SEM1NAinhibitorCHEMBL3545432IXAZOMIB CITRATE
7979SEM1NAinhibitorCHEMBL2103884OPROZOMIB
7979SEM1NAinhibitorCHEMBL451887CARFILZOMIB
7979SEM1NACARFILZOMIBCARFILZOMIB24524217
7979SEM1NABORTEZOMIBBORTEZOMIB24524217
7979SEM1NAinhibitorCHEMBL325041BORTEZOMIB
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