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: BAIAP2

Gene summary for BAIAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAIAP2

Gene ID

10458

Gene nameBAR/IMD domain containing adaptor protein 2
Gene AliasBAP2
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9UQB8


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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
10458BAIAP2LZE4THumanEsophagusESCC2.19e-039.01e-020.0811
10458BAIAP2LZE5THumanEsophagusESCC2.29e-062.65e-010.0514
10458BAIAP2LZE7THumanEsophagusESCC1.80e-024.83e-010.0667
10458BAIAP2LZE8THumanEsophagusESCC5.61e-085.85e-010.067
10458BAIAP2LZE22THumanEsophagusESCC1.98e-069.14e-010.068
10458BAIAP2LZE24THumanEsophagusESCC1.83e-086.31e-010.0596
10458BAIAP2LZE21THumanEsophagusESCC9.38e-081.22e+000.0655
10458BAIAP2P1T-EHumanEsophagusESCC1.78e-068.14e-010.0875
10458BAIAP2P2T-EHumanEsophagusESCC1.86e-141.30e-010.1177
10458BAIAP2P4T-EHumanEsophagusESCC1.19e-082.83e-010.1323
10458BAIAP2P5T-EHumanEsophagusESCC2.48e-195.97e-010.1327
10458BAIAP2P8T-EHumanEsophagusESCC3.13e-201.88e-010.0889
10458BAIAP2P9T-EHumanEsophagusESCC3.91e-155.99e-010.1131
10458BAIAP2P10T-EHumanEsophagusESCC2.61e-357.09e-010.116
10458BAIAP2P11T-EHumanEsophagusESCC5.07e-261.99e+000.1426
10458BAIAP2P12T-EHumanEsophagusESCC3.83e-461.38e+000.1122
10458BAIAP2P15T-EHumanEsophagusESCC8.32e-287.52e-010.1149
10458BAIAP2P16T-EHumanEsophagusESCC2.69e-24-1.14e-020.1153
10458BAIAP2P17T-EHumanEsophagusESCC1.44e-055.54e-010.1278
10458BAIAP2P20T-EHumanEsophagusESCC1.46e-682.54e+000.1124
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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
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
GO:000701510CervixCCactin filament organization109/2311442/187234.92e-132.45e-10109
GO:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:004325410CervixCCregulation of protein-containing complex assembly96/2311428/187232.91e-093.05e-0796
GO:011005310CervixCCregulation of actin filament organization67/2311278/187234.01e-082.54e-0667
GO:005125810CervixCCprotein polymerization70/2311297/187235.20e-083.11e-0670
GO:006157210CervixCCactin filament bundle organization44/2311161/187232.08e-079.34e-0644
GO:003227110CervixCCregulation of protein polymerization57/2311233/187232.37e-071.03e-0557
GO:005101710CervixCCactin filament bundle assembly43/2311157/187232.66e-071.12e-0543
GO:003133410CervixCCpositive regulation of protein-containing complex assembly55/2311237/187232.25e-066.73e-0555
GO:190290510CervixCCpositive regulation of supramolecular fiber organization50/2311209/187232.55e-067.54e-0550
GO:00315328CervixCCactin cytoskeleton reorganization31/2311107/187233.34e-068.99e-0531
GO:00081549CervixCCactin polymerization or depolymerization51/2311218/187234.05e-061.05e-0451
GO:00300419CervixCCactin filament polymerization45/2311191/187231.20e-052.54e-0445
GO:00325359CervixCCregulation of cellular component size76/2311383/187231.66e-053.21e-0476
GO:19016538CervixCCcellular response to peptide72/2311359/187231.89e-053.48e-0472
GO:005149510CervixCCpositive regulation of cytoskeleton organization50/2311226/187232.53e-054.29e-0450
GO:00308339CervixCCregulation of actin filament polymerization40/2311172/187234.90e-057.40e-0440
GO:00080649CervixCCregulation of actin polymerization or depolymerization42/2311188/187238.60e-051.15e-0342
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0481028EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa05135111EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa04810112EsophagusESCCRegulation of actin cytoskeleton133/4205229/84655.94e-031.48e-027.56e-03133
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0452042LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0513542LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa0481041LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0513052LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0452052LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0513552LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa0481051LiverHCCRegulation of actin cytoskeleton134/4020229/84654.48e-041.94e-031.08e-03134
hsa0513030Oral cavityOSCCPathogenic Escherichia coli infection129/3704197/84654.32e-105.17e-092.63e-09129
hsa0513520Oral cavityOSCCYersinia infection94/3704137/84652.85e-093.08e-081.57e-0894
hsa0452029Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa0481026Oral cavityOSCCRegulation of actin cytoskeleton129/3704229/84657.14e-052.74e-041.40e-04129
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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
BAIAP2SNVMissense_Mutationnovelc.1307N>Tp.Asp436Valp.D436VQ9UQB8protein_codingdeleterious(0.05)benign(0.05)TCGA-A2-A4S3-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BAIAP2SNVMissense_Mutationnovelc.1146N>Gp.Ile382Metp.I382MQ9UQB8protein_codingtolerated(0.06)possibly_damaging(0.455)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
BAIAP2insertionFrame_Shift_Insnovelc.1251_1252insCCTCAGAACCCTGTGATGATTGCGTTAACTGCACAAATTGTTCp.Ser418ProfsTer16p.S418Pfs*16Q9UQB8protein_codingTCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
BAIAP2SNVMissense_Mutationnovelc.460N>Tp.Pro154Serp.P154SQ9UQB8protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAIAP2SNVMissense_Mutationnovelc.1289N>Tp.Ser430Phep.S430FQ9UQB8protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAIAP2SNVMissense_Mutationc.1229N>Ap.Arg410Hisp.R410HQ9UQB8protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BAIAP2SNVMissense_Mutationnovelc.1269N>Tp.Met423Ilep.M423IQ9UQB8protein_codingtolerated(0.1)benign(0.018)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BAIAP2SNVMissense_Mutationrs760359913c.1552N>Ap.Val518Ilep.V518IQ9UQB8protein_codingtolerated(0.1)benign(0.023)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
BAIAP2SNVMissense_Mutationc.314N>Cp.Leu105Prop.L105PQ9UQB8protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BAIAP2SNVMissense_Mutationrs768070859c.1408N>Ap.Asp470Asnp.D470NQ9UQB8protein_codingdeleterious(0)benign(0.109)TCGA-CM-4752-01Colorectumcolon 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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