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:005105217SkincSCCregulation of DNA metabolic process136/4864359/187233.83e-077.58e-06136
GO:000931424SkincSCCresponse to radiation166/4864456/187234.37e-078.41e-06166
GO:004593628SkincSCCnegative regulation of phosphate metabolic process160/4864441/187238.89e-071.63e-05160
GO:0001836110SkincSCCrelease of cytochrome c from mitochondria33/486459/187239.93e-071.78e-0533
GO:001056328SkincSCCnegative regulation of phosphorus metabolic process160/4864442/187231.04e-061.85e-05160
GO:005188118SkincSCCregulation of mitochondrial membrane potential38/486474/187232.67e-064.28e-0538
GO:007099729SkincSCCneuron death133/4864361/187232.91e-064.58e-05133
GO:009015119SkincSCCestablishment of protein localization to mitochondrial membrane20/486430/187233.41e-065.20e-0520
GO:190010116SkincSCCregulation of endoplasmic reticulum unfolded protein response20/486430/187233.41e-065.20e-0520
GO:001021225SkincSCCresponse to ionizing radiation64/4864148/187233.64e-065.50e-0564
GO:000226229SkincSCCmyeloid cell homeostasis67/4864157/187233.79e-065.70e-0567
GO:0010950112SkincSCCpositive regulation of endopeptidase activity74/4864179/187234.98e-067.25e-0574
GO:004887229SkincSCChomeostasis of number of cells104/4864272/187235.34e-067.71e-05104
GO:004339325SkincSCCregulation of protein binding79/4864196/187237.59e-061.04e-0479
GO:0008630111SkincSCCintrinsic apoptotic signaling pathway in response to DNA damage46/486499/187238.60e-061.14e-0446
GO:005105419SkincSCCpositive regulation of DNA metabolic process80/4864201/187231.16e-051.50e-0480
GO:00482845SkincSCCorganelle fusion60/4864141/187231.32e-051.67e-0460
GO:005110025SkincSCCnegative regulation of binding67/4864162/187231.34e-051.68e-0467
GO:004232626SkincSCCnegative regulation of phosphorylation137/4864385/187231.63e-051.99e-04137
GO:006145825SkincSCCreproductive system development149/4864427/187232.30e-052.65e-04149
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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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