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: PBLD

Gene summary for PBLD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PBLD

Gene ID

64081

Gene namephenazine biosynthesis like protein domain containing
Gene AliasHEL-S-306
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

P30039


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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
64081PBLDHTA11_1938_2000001011HumanColorectumAD7.19e-086.31e-01-0.0811
64081PBLDHTA11_347_2000001011HumanColorectumAD2.37e-218.44e-01-0.1954
64081PBLDHTA11_696_2000001011HumanColorectumAD6.64e-033.91e-01-0.1464
64081PBLDHTA11_866_2000001011HumanColorectumAD1.57e-065.07e-01-0.1001
64081PBLDHTA11_1391_2000001011HumanColorectumAD5.55e-065.66e-01-0.059
64081PBLDHTA11_99999974143_84620HumanColorectumMSS2.66e-03-1.82e-010.3005
64081PBLDA015-C-203HumanColorectumFAP1.96e-07-1.11e-01-0.1294
64081PBLDA002-C-201HumanColorectumFAP1.40e-05-1.71e-010.0324
64081PBLDA001-C-108HumanColorectumFAP1.62e-04-9.43e-02-0.0272
64081PBLDA002-C-205HumanColorectumFAP5.86e-06-1.06e-01-0.1236
64081PBLDA015-C-006HumanColorectumFAP1.85e-05-2.10e-01-0.0994
64081PBLDA002-C-114HumanColorectumFAP1.25e-04-8.95e-02-0.1561
64081PBLDA015-C-104HumanColorectumFAP5.83e-10-8.81e-02-0.1899
64081PBLDA001-C-014HumanColorectumFAP2.27e-03-1.23e-010.0135
64081PBLDA002-C-016HumanColorectumFAP1.52e-05-8.12e-020.0521
64081PBLDA015-C-002HumanColorectumFAP7.93e-05-2.41e-01-0.0763
64081PBLDA001-C-007HumanColorectumCRC5.72e-03-2.65e-010.1899
64081PBLDA002-C-116HumanColorectumFAP6.46e-093.12e-02-0.0452
64081PBLDA014-C-008HumanColorectumFAP1.39e-04-2.06e-01-0.191
64081PBLDA018-E-020HumanColorectumFAP1.30e-051.97e-04-0.2034
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
GO:0071560ColorectumADcellular response to transforming growth factor beta stimulus72/3918250/187231.85e-031.52e-0272
GO:0007179ColorectumADtransforming growth factor beta receptor signaling pathway59/3918198/187231.94e-031.58e-0259
GO:0060390ColorectumADregulation of SMAD protein signal transduction14/391831/187232.10e-031.67e-0214
GO:0060395ColorectumADSMAD protein signal transduction28/391882/187233.73e-032.63e-0228
GO:0030277ColorectumADmaintenance of gastrointestinal epithelium10/391822/187238.52e-034.97e-0210
GO:00602492ColorectumMSSanatomical structure homeostasis84/3467314/187231.87e-042.64e-0384
GO:00018942ColorectumMSStissue homeostasis72/3467268/187234.53e-045.40e-0372
GO:00603901ColorectumMSSregulation of SMAD protein signal transduction14/346731/187235.98e-046.60e-0314
GO:00226001ColorectumMSSdigestive system process31/3467104/187233.46e-032.59e-0231
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:00715591ColorectumFAPresponse to transforming growth factor beta63/2622256/187233.82e-061.32e-0463
GO:00071782ColorectumFAPtransmembrane receptor protein serine/threonine kinase signaling pathway81/2622355/187234.28e-061.46e-0481
GO:00715601ColorectumFAPcellular response to transforming growth factor beta stimulus61/2622250/187237.22e-062.19e-0461
GO:00071791ColorectumFAPtransforming growth factor beta receptor signaling pathway50/2622198/187231.75e-054.44e-0450
GO:00018944ColorectumFAPtissue homeostasis61/2622268/187236.71e-051.28e-0361
GO:00602494ColorectumFAPanatomical structure homeostasis69/2622314/187237.51e-051.37e-0369
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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
PBLDinsertionNonsense_Mutationnovelc.551_552insCAGGGCTCAGAACTTTCAGTGCTAAAACCAGAACp.Leu185ArgfsTer8p.L185Rfs*8P30039protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PBLDSNVMissense_Mutationc.59N>Tp.Pro20Leup.P20LP30039protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
PBLDSNVMissense_Mutationc.607N>Ap.Glu203Lysp.E203KP30039protein_codingtolerated(0.26)benign(0.003)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PBLDSNVMissense_Mutationrs750680281c.299N>Tp.Thr100Metp.T100MP30039protein_codingdeleterious(0.04)benign(0.017)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
PBLDSNVMissense_Mutationnovelc.709N>Ap.Leu237Ilep.L237IP30039protein_codingdeleterious(0.04)possibly_damaging(0.884)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PBLDSNVMissense_Mutationnovelc.358N>Ap.Val120Ilep.V120IP30039protein_codingtolerated(0.58)benign(0.003)TCGA-AX-A3G9-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
PBLDSNVMissense_Mutationc.514N>Cp.Ser172Prop.S172PP30039protein_codingdeleterious(0.01)probably_damaging(0.917)TCGA-BS-A0UM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapyadriamycinSD
PBLDSNVMissense_Mutationc.814N>Ap.Val272Ilep.V272IP30039protein_codingtolerated(0.21)benign(0.057)TCGA-D1-A101-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PBLDSNVMissense_Mutationnovelc.525N>Tp.Glu175Aspp.E175DP30039protein_codingdeleterious(0)probably_damaging(0.947)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PBLDSNVMissense_Mutationnovelc.836C>Ap.Ala279Aspp.A279DP30039protein_codingdeleterious(0.03)benign(0.295)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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