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: BAALC

Gene summary for BAALC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAALC

Gene ID

79870

Gene nameBAALC binder of MAP3K1 and KLF4
Gene AliasBAALC
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q8WXS3


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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
79870BAALCLZE5THumanEsophagusESCC1.54e-043.08e-010.0514
79870BAALCLZE24THumanEsophagusESCC8.26e-289.02e-010.0596
79870BAALCLZE21THumanEsophagusESCC1.37e-064.08e-010.0655
79870BAALCP4T-EHumanEsophagusESCC1.36e-042.16e-010.1323
79870BAALCP8T-EHumanEsophagusESCC5.57e-408.18e-010.0889
79870BAALCP9T-EHumanEsophagusESCC5.22e-185.47e-010.1131
79870BAALCP10T-EHumanEsophagusESCC5.57e-408.85e-010.116
79870BAALCP12T-EHumanEsophagusESCC4.17e-051.56e-010.1122
79870BAALCP16T-EHumanEsophagusESCC3.75e-031.13e-010.1153
79870BAALCP19T-EHumanEsophagusESCC5.57e-054.05e-010.1662
79870BAALCP22T-EHumanEsophagusESCC6.56e-153.54e-010.1236
79870BAALCP26T-EHumanEsophagusESCC3.41e-369.39e-010.1276
79870BAALCP28T-EHumanEsophagusESCC3.97e-041.90e-010.1149
79870BAALCP30T-EHumanEsophagusESCC4.44e-043.80e-010.137
79870BAALCP31T-EHumanEsophagusESCC8.96e-451.33e+000.1251
79870BAALCP32T-EHumanEsophagusESCC4.31e-062.47e-010.1666
79870BAALCP36T-EHumanEsophagusESCC3.71e-094.81e-010.1187
79870BAALCP37T-EHumanEsophagusESCC4.28e-021.08e-010.1371
79870BAALCP39T-EHumanEsophagusESCC7.31e-144.08e-010.0894
79870BAALCP42T-EHumanEsophagusESCC5.83e-094.97e-010.1175
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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
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
∗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
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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
BAALCSNVMissense_Mutationnovelc.223C>Tp.Pro75Serp.P75SQ8WXS3protein_codingtolerated(1)benign(0)TCGA-D8-A4Z1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
BAALCinsertionFrame_Shift_Insnovelc.348_349insCAAACTGAACTGCACATTTGCAGTTTATTAACATp.Met117GlnfsTer20p.M117Qfs*20Q8WXS3protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAALCSNVMissense_Mutationnovelc.273N>Tp.Gln91Hisp.Q91HQ8WXS3protein_codingdeleterious(0.03)possibly_damaging(0.847)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BAALCSNVMissense_Mutationrs200984161c.200G>Ap.Arg67Glnp.R67QQ8WXS3protein_codingtolerated(0.25)possibly_damaging(0.677)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BAALCSNVMissense_Mutationc.423G>Tp.Lys141Asnp.K141NQ8WXS3protein_codingdeleterious(0.03)benign(0.409)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BAALCSNVMissense_Mutationc.49N>Ap.Glu17Lysp.E17KQ8WXS3protein_codingdeleterious(0.01)benign(0.019)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BAALCSNVMissense_Mutationnovelc.431N>Cp.Val144Alap.V144AQ8WXS3protein_codingtolerated(0.13)benign(0.005)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
BAALCSNVMissense_Mutationnovelc.374N>Tp.Asn125Ilep.N125IQ8WXS3protein_codingdeleterious(0)possibly_damaging(0.474)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
BAALCSNVMissense_Mutationc.382N>Tp.Asp128Tyrp.D128YQ8WXS3protein_codingdeleterious(0.01)possibly_damaging(0.466)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BAALCSNVMissense_Mutationnovelc.206N>Ap.Thr69Lysp.T69KQ8WXS3protein_codingtolerated(0.07)benign(0.055)TCGA-05-4398-01Lunglung adenocarcinomaFemale<65III/IVChemotherapycarboplatinCR
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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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