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: PBX3

Gene summary for PBX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PBX3

Gene ID

5090

Gene namePBX homeobox 3
Gene AliasPBX3
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

P40426


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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
5090PBX3SYSMH3HumanOral cavityOSCC2.76e-051.06e-010.2442
5090PBX3HTA12-15-2HumanPancreasPDAC4.13e-088.14e-010.2315
5090PBX3HTA12-23-1HumanPancreasPDAC6.99e-141.20e+000.3405
5090PBX3HTA12-25-1HumanPancreasPDAC1.63e-068.31e-010.313
5090PBX3HTA12-26-1HumanPancreasPDAC5.45e-281.35e+000.3728
5090PBX3HTA12-29-1HumanPancreasPDAC1.39e-761.46e+000.3722
5090PBX3male-WTAHumanThyroidPTC6.46e-403.09e-010.1037
5090PBX3PTC01HumanThyroidPTC2.86e-121.33e-010.1899
5090PBX3PTC03HumanThyroidPTC1.14e-025.61e-010.1784
5090PBX3PTC04HumanThyroidPTC9.38e-194.83e-010.1927
5090PBX3PTC05HumanThyroidPTC2.06e-139.81e-010.2065
5090PBX3PTC06HumanThyroidPTC6.98e-261.05e+000.2057
5090PBX3PTC07HumanThyroidPTC1.48e-215.40e-010.2044
5090PBX3ATC12HumanThyroidATC4.59e-095.31e-020.34
5090PBX3ATC13HumanThyroidATC4.23e-244.54e-010.34
5090PBX3ATC2HumanThyroidATC6.63e-044.13e-010.34
5090PBX3ATC4HumanThyroidATC1.26e-031.02e-010.34
5090PBX3ATC5HumanThyroidATC6.91e-275.12e-010.34
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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
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
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
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
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:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
GO:0007585LungIACrespiratory gaseous exchange by respiratory system18/206168/187232.99e-044.82e-0318
GO:00485684LungIACembryonic organ development64/2061427/187236.46e-034.59e-0264
GO:0007626LungAISlocomotory behavior31/1849179/187231.39e-031.70e-0231
GO:00075851LungAISrespiratory gaseous exchange by respiratory system15/184968/187232.24e-032.38e-0215
GO:00016542Oral cavityEOLPeye development62/2218371/187233.18e-031.85e-0262
GO:01500632Oral cavityEOLPvisual system development62/2218375/187234.07e-032.24e-0262
GO:00488802Oral cavityEOLPsensory system development62/2218381/187235.82e-032.94e-0262
GO:00083442Oral cavityEOLPadult locomotory behavior16/221871/187237.90e-033.75e-0216
GO:01500631Oral cavityNEOLPvisual system development70/2005375/187232.46e-065.64e-0570
GO:000165411Oral cavityNEOLPeye development69/2005371/187233.30e-067.40e-0569
GO:00488801Oral cavityNEOLPsensory system development70/2005381/187234.38e-069.42e-0570
GO:00485686Oral cavityNEOLPembryonic organ development71/2005427/187231.12e-041.34e-0371
GO:00083441Oral cavityNEOLPadult locomotory behavior15/200571/187237.39e-033.73e-0215
GO:00485685ProstateTumorembryonic organ development93/3246427/187239.84e-034.18e-0293
GO:00016541ProstateTumoreye development82/3246371/187231.02e-024.27e-0282
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052026LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa0520211LungIACTranscriptional misregulation in cancer40/1053193/84656.90e-045.90e-033.92e-0340
hsa052022LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052023LungAISTranscriptional misregulation in cancer39/961193/84652.15e-042.41e-031.54e-0339
hsa052027ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520212ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
PBX3PLALiverCirrhoticCLECL1,HOMER3,CDK1, etc.1.31e-01The 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.
PBX3BMEMLiverHCCCLECL1,HOMER3,CDK1, etc.7.07e-02The 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.
PBX3PLALiverHCCCLECL1,HOMER3,CDK1, etc.1.47e-01The 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.
PBX3STMLungIACNPAS3,LINC01937,TMEM132D, etc.4.67e-02The 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.
PBX3AT2LLungMIACNPAS3,LINC01937,TMEM132D, etc.6.09e-01The 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.
PBX3ABPLungMIACNPAS3,LINC01937,TMEM132D, etc.2.66e-03The 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.
PBX3EEStomachGCPDK3,NKX6-3,ENPP4, etc.1.54e-01The 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.
∗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
PBX3SNVMissense_Mutationc.310N>Ap.Pro104Thrp.P104TP40426protein_codingtolerated(0.11)benign(0.033)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PBX3SNVMissense_Mutationrs757125897c.623N>Ap.Arg208Glnp.R208QP40426protein_codingtolerated(0.08)possibly_damaging(0.862)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PBX3SNVMissense_Mutationrs774888450c.1234G>Ap.Ala412Thrp.A412TP40426protein_codingdeleterious(0.04)benign(0.195)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PBX3SNVMissense_Mutationnovelc.977A>Gp.Asn326Serp.N326SP40426protein_codingtolerated(1)benign(0)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
PBX3SNVMissense_Mutationc.504G>Tp.Glu168Aspp.E168DP40426protein_codingdeleterious(0.02)possibly_damaging(0.549)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PBX3SNVMissense_Mutationc.1022C>Ap.Ser341Tyrp.S341YP40426protein_codingtolerated(0.09)probably_damaging(0.929)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PBX3SNVMissense_Mutationc.428N>Tp.Ser143Leup.S143LP40426protein_codingtolerated(0.32)benign(0.04)TCGA-Q1-A6DW-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PBX3SNVMissense_Mutationc.1289C>Tp.Ser430Leup.S430LP40426protein_codingdeleterious(0)benign(0.368)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PBX3SNVMissense_Mutationnovelc.722A>Gp.Asn241Serp.N241SP40426protein_codingdeleterious(0.03)possibly_damaging(0.854)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PBX3SNVMissense_Mutationrs778017986c.1135N>Tp.Arg379Cysp.R379CP40426protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.899)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<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
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