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: PBX2

Gene summary for PBX2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PBX2

Gene ID

5089

Gene namePBX homeobox 2
Gene AliasG17
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

A0A024RCR3


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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
5089PBX2S014HumanLiverHCC2.92e-145.88e-010.2254
5089PBX2S015HumanLiverHCC2.05e-198.18e-010.2375
5089PBX2S016HumanLiverHCC8.70e-196.07e-010.2243
5089PBX2S027HumanLiverHCC2.60e-023.06e-010.2446
5089PBX2S028HumanLiverHCC1.89e-114.47e-010.2503
5089PBX2S029HumanLiverHCC3.22e-063.74e-010.2581
5089PBX2C04HumanOral cavityOSCC4.09e-095.60e-010.2633
5089PBX2C21HumanOral cavityOSCC4.67e-114.17e-010.2678
5089PBX2C30HumanOral cavityOSCC2.74e-441.54e+000.3055
5089PBX2C38HumanOral cavityOSCC6.48e-089.46e-010.172
5089PBX2C46HumanOral cavityOSCC2.14e-082.92e-010.1673
5089PBX2C51HumanOral cavityOSCC4.58e-052.59e-010.2674
5089PBX2C57HumanOral cavityOSCC1.71e-032.34e-010.1679
5089PBX2C08HumanOral cavityOSCC3.60e-133.78e-010.1919
5089PBX2LN46HumanOral cavityOSCC8.11e-032.40e-010.1666
5089PBX2LP15HumanOral cavityLP2.77e-036.99e-010.2174
5089PBX2SYSMH2HumanOral cavityOSCC5.61e-102.86e-010.2326
5089PBX2SYSMH3HumanOral cavityOSCC1.27e-052.64e-010.2442
5089PBX2SYSMH5HumanOral cavityOSCC8.06e-031.52e-010.0647
5089PBX2SYSMH6HumanOral cavityOSCC7.64e-031.21e-010.1275
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00487367EsophagusESCCappendage development98/8552172/187231.83e-038.37e-0398
GO:00601737EsophagusESCClimb development98/8552172/187231.83e-038.37e-0398
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
GO:00351074ThyroidATCappendage morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00351084ThyroidATClimb morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00487368ThyroidATCappendage development76/6293172/187232.41e-031.12e-0276
GO:00601738ThyroidATClimb development76/6293172/187232.41e-031.12e-0276
GO:00303262ThyroidATCembryonic limb morphogenesis52/6293116/187237.67e-033.00e-0252
GO:00351132ThyroidATCembryonic appendage morphogenesis52/6293116/187237.67e-033.00e-0252
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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
PBX2MAITLiverHealthyHACD1,PABPN1,EIF2AK3, etc.1.01e-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.
PBX2MONLiverHealthyHACD1,PABPN1,EIF2AK3, etc.1.39e-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.
PBX2BNLiverNAFLDHACD1,PABPN1,EIF2AK3, etc.1.75e-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.
PBX2M1MACOral cavityADJASS1,TPD52L1,ASNS, etc.2.80e-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.
PBX2CD8TEXINTOral cavityADJASS1,TPD52L1,ASNS, etc.3.84e-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.
PBX2M1MACOral cavityHealthyASS1,TPD52L1,ASNS, etc.3.14e-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.
PBX2M1MACOral cavityLPASS1,TPD52L1,ASNS, etc.2.61e-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.
PBX2MASTOral cavityLPASS1,TPD52L1,ASNS, etc.1.16e-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.
PBX2M1MACOral cavityOSCCASS1,TPD52L1,ASNS, etc.1.29e-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.
PBX2NEUTPancreasADJALAS1,CSF3R,SAP25, etc.4.01e-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
PBX2SNVMissense_Mutationc.705G>Ap.Met235Ilep.M235IP40425protein_codingtolerated(0.09)possibly_damaging(0.759)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PBX2SNVMissense_Mutationc.1215N>Cp.Trp405Cysp.W405CP40425protein_codingdeleterious(0)benign(0.111)TCGA-E2-A1LS-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCyclophosphamideSD
PBX2SNVMissense_Mutationnovelc.1037C>Gp.Ser346Cysp.S346CP40425protein_codingdeleterious(0.03)probably_damaging(0.971)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PBX2SNVMissense_Mutationrs774240386c.49N>Ap.Gly17Serp.G17SP40425protein_codingtolerated_low_confidence(0.17)benign(0.003)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PBX2SNVMissense_Mutationc.1253N>Tp.Thr418Metp.T418MP40425protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.551)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
PBX2SNVMissense_Mutationrs763303454c.1114N>Ap.Val372Metp.V372MP40425protein_codingtolerated_low_confidence(0.07)benign(0.058)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
PBX2SNVMissense_Mutationnovelc.1054N>Gp.Ser352Alap.S352AP40425protein_codingtolerated(0.25)benign(0.013)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PBX2SNVMissense_Mutationnovelc.278N>Gp.Glu93Glyp.E93GP40425protein_codingdeleterious(0)possibly_damaging(0.756)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PBX2SNVMissense_Mutationc.1013N>Gp.Pro338Argp.P338RP40425protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-NH-A6GC-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilSD
PBX2SNVMissense_Mutationnovelc.531G>Tp.Glu177Aspp.E177DP40425protein_codingdeleterious(0.03)possibly_damaging(0.836)TCGA-F5-6814-01Colorectumrectum 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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