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: BMI1

Gene summary for BMI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BMI1

Gene ID

648

Gene nameBMI1 proto-oncogene, polycomb ring finger
Gene AliasFLVI2/BMI1
Cytomap10p12.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P35226


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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
648BMI1LZE4THumanEsophagusESCC8.45e-079.32e-020.0811
648BMI1LZE8THumanEsophagusESCC2.56e-078.89e-020.067
648BMI1LZE22THumanEsophagusESCC2.37e-051.91e-010.068
648BMI1LZE24THumanEsophagusESCC2.83e-144.93e-010.0596
648BMI1P1T-EHumanEsophagusESCC2.93e-032.59e-010.0875
648BMI1P2T-EHumanEsophagusESCC1.17e-173.98e-010.1177
648BMI1P4T-EHumanEsophagusESCC3.80e-162.39e-010.1323
648BMI1P5T-EHumanEsophagusESCC3.96e-101.42e-010.1327
648BMI1P8T-EHumanEsophagusESCC4.12e-223.41e-010.0889
648BMI1P9T-EHumanEsophagusESCC4.34e-077.97e-020.1131
648BMI1P10T-EHumanEsophagusESCC9.97e-131.59e-010.116
648BMI1P11T-EHumanEsophagusESCC3.35e-062.46e-010.1426
648BMI1P12T-EHumanEsophagusESCC3.40e-202.80e-010.1122
648BMI1P15T-EHumanEsophagusESCC3.29e-111.41e-010.1149
648BMI1P16T-EHumanEsophagusESCC6.55e-091.35e-010.1153
648BMI1P17T-EHumanEsophagusESCC1.67e-041.17e-010.1278
648BMI1P20T-EHumanEsophagusESCC4.07e-132.07e-010.1124
648BMI1P21T-EHumanEsophagusESCC1.59e-113.09e-010.1617
648BMI1P22T-EHumanEsophagusESCC1.15e-121.44e-010.1236
648BMI1P23T-EHumanEsophagusESCC1.38e-133.36e-010.108
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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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:001657414EsophagusESCChistone ubiquitination40/855247/187232.40e-084.55e-0740
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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
∗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
BMI1SNVMissense_Mutationc.229G>Cp.Asp77Hisp.D77HP35226protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
BMI1SNVMissense_Mutationc.133N>Tp.Arg45Cysp.R45CP35226protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BMI1SNVMissense_Mutationc.742G>Ap.Glu248Lysp.E248KP35226protein_codingtolerated(0.4)benign(0.021)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
BMI1SNVMissense_Mutationc.337N>Cp.Asp113Hisp.D113HP35226protein_codingdeleterious(0)benign(0.184)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BMI1SNVMissense_Mutationc.847N>Tp.His283Tyrp.H283YP35226protein_codingdeleterious_low_confidence(0.03)benign(0.139)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BMI1SNVMissense_Mutationnovelc.371N>Gp.Ile124Serp.I124SP35226protein_codingtolerated(0.07)benign(0.186)TCGA-VS-A8QF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BMI1SNVMissense_Mutationc.98N>Tp.Glu33Valp.E33VP35226protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BMI1SNVMissense_Mutationc.14N>Tp.Thr5Metp.T5MP35226protein_codingtolerated(0.07)benign(0.406)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BMI1SNVMissense_Mutationc.221N>Gp.Thr74Serp.T74SP35226protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AA-3866-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BMI1SNVMissense_Mutationrs530837837c.433C>Tp.Arg145Trpp.R145WP35226protein_codingdeleterious(0.01)possibly_damaging(0.776)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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