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: BAX

Gene summary for BAX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BAX

Gene ID

581

Gene nameBCL2 associated X, apoptosis regulator
Gene AliasBCL2L4
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q07812


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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
581BAXHTA11_3410_2000001011HumanColorectumAD1.67e-053.39e-010.0155
581BAXHTA11_2487_2000001011HumanColorectumSER4.70e-084.92e-01-0.1808
581BAXHTA11_2951_2000001011HumanColorectumAD2.02e-043.85e-010.0216
581BAXHTA11_1938_2000001011HumanColorectumAD4.54e-156.87e-01-0.0811
581BAXHTA11_347_2000001011HumanColorectumAD1.59e-094.21e-01-0.1954
581BAXHTA11_411_2000001011HumanColorectumSER3.76e-036.17e-01-0.2602
581BAXHTA11_83_2000001011HumanColorectumSER6.86e-117.39e-01-0.1526
581BAXHTA11_696_2000001011HumanColorectumAD9.94e-307.49e-01-0.1464
581BAXHTA11_866_2000001011HumanColorectumAD9.70e-114.48e-01-0.1001
581BAXHTA11_1391_2000001011HumanColorectumAD1.34e-311.31e+00-0.059
581BAXHTA11_2992_2000001011HumanColorectumSER2.27e-117.50e-01-0.1706
581BAXHTA11_5212_2000001011HumanColorectumAD1.51e-023.67e-01-0.2061
581BAXHTA11_546_2000001011HumanColorectumAD1.75e-043.89e-01-0.0842
581BAXHTA11_866_3004761011HumanColorectumAD2.18e-227.38e-010.096
581BAXHTA11_4255_2000001011HumanColorectumSER1.53e-056.68e-010.0446
581BAXHTA11_9408_2000001011HumanColorectumAD1.08e-025.11e-010.0451
581BAXHTA11_8622_2000001021HumanColorectumSER4.16e-036.17e-010.0528
581BAXHTA11_7663_2000001011HumanColorectumSER1.90e-026.33e-010.0131
581BAXHTA11_10711_2000001011HumanColorectumAD1.39e-055.37e-010.0338
581BAXHTA11_7696_3000711011HumanColorectumAD2.01e-195.91e-010.0674
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00094115EsophagusHGINresponse to UV35/2587149/187239.71e-041.22e-0235
GO:005140219EsophagusHGINneuron apoptotic process52/2587246/187231.01e-031.26e-0252
GO:00512049EsophagusHGINprotein insertion into mitochondrial membrane10/258725/187231.12e-031.36e-0210
GO:007121418EsophagusHGINcellular response to abiotic stimulus66/2587331/187231.21e-031.45e-0266
GO:010400418EsophagusHGINcellular response to environmental stimulus66/2587331/187231.21e-031.45e-0266
GO:00335988EsophagusHGINmammary gland epithelial cell proliferation10/258726/187231.60e-031.79e-0210
GO:004352520EsophagusHGINpositive regulation of neuron apoptotic process17/258758/187231.64e-031.82e-0217
GO:00069197EsophagusHGINactivation of cysteine-type endopeptidase activity involved in apoptotic process21/258778/187231.65e-031.82e-0221
GO:19058985EsophagusHGINpositive regulation of response to endoplasmic reticulum stress12/258735/187231.80e-031.94e-0212
GO:00108228EsophagusHGINpositive regulation of mitochondrion organization20/258774/187232.00e-032.12e-0220
GO:00346445EsophagusHGINcellular response to UV23/258790/187232.16e-032.25e-0223
GO:00335993EsophagusHGINregulation of mammary gland epithelial cell proliferation7/258715/187232.22e-032.28e-027
GO:00103327EsophagusHGINresponse to gamma radiation16/258756/187232.96e-032.86e-0216
GO:00102129EsophagusHGINresponse to ionizing radiation33/2587148/187233.28e-033.10e-0233
GO:004887227EsophagusHGINhomeostasis of number of cells54/2587272/187233.50e-033.23e-0254
GO:003209110EsophagusHGINnegative regulation of protein binding23/258794/187233.92e-033.54e-0223
GO:190121510EsophagusHGINnegative regulation of neuron death43/2587208/187234.04e-033.64e-0243
GO:00469029EsophagusHGINregulation of mitochondrial membrane permeability17/258763/187234.29e-033.82e-0217
GO:005110020EsophagusHGINnegative regulation of binding35/2587162/187234.32e-033.84e-0235
GO:00985867EsophagusHGINcellular response to virus21/258784/187234.35e-033.84e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04141ColorectumADProtein processing in endoplasmic reticulum80/2092174/84655.96e-101.25e-087.96e-0980
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa05130ColorectumADPathogenic Escherichia coli infection79/2092197/84651.05e-061.36e-058.65e-0679
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa05213ColorectumADEndometrial cancer29/209258/84652.69e-052.57e-041.64e-0429
hsa05210ColorectumADColorectal cancer35/209286/84657.54e-045.49e-033.50e-0335
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
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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
BAXSNVMissense_Mutationc.391N>Ap.Glu131Lysp.E131KQ07812protein_codingtolerated(0.15)possibly_damaging(0.708)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BAXSNVMissense_Mutationc.399C>Gp.Ile133Metp.I133MQ07812protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
BAXSNVMissense_Mutationrs202190487c.266N>Ap.Arg89Glnp.R89QQ07812protein_codingtolerated(0.54)benign(0.132)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
BAXdeletionFrame_Shift_Delc.260delNp.Arg89GlufsTer44p.R89Efs*44Q07812protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BAXdeletionFrame_Shift_Delnovelc.274delNp.Phe93SerfsTer40p.F93Sfs*40Q07812protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
BAXSNVMissense_Mutationnovelc.556N>Gp.Pro186Alap.P186AQ07812protein_codingtolerated_low_confidence(0.2)benign(0.077)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
BAXSNVMissense_Mutationc.399N>Gp.Ile133Metp.I133MQ07812protein_codingdeleterious(0)possibly_damaging(0.881)TCGA-A6-5657-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
BAXSNVMissense_Mutationc.417N>Tp.Trp139Cysp.W139CQ07812protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
BAXdeletionFrame_Shift_Delc.265delCp.Arg89GlufsTer44p.R89Efs*44Q07812protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BAXSNVMissense_Mutationrs398122513c.199N>Ap.Gly67Argp.G67RQ07812protein_codingdeleterious(0.01)benign(0.403)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEPREDNISOLONEPREDNISOLONE12730678
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEMETHOTREXATEMETHOTREXATE11237386
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMENITROGEN MUSTARD9459175,11839668
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEDOXORUBICINDOXORUBICIN12040435
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMECA4P12171907
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEPHENYLEPHRINEPHENYLEPHRINE10220693
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEDHEAPRASTERONE9177459
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEPHENOBARBITALPHENOBARBITAL9230198
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEBICALUTAMIDEBICALUTAMIDE11845989
581BAXTUMOR SUPPRESSOR, DRUGGABLE GENOMEDHTANDROSTANOLONE15517879
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