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: DAXX

Gene summary for DAXX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DAXX

Gene ID

1616

Gene namedeath domain associated protein
Gene AliasBING2
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

A0A024RCS3


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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
1616DAXXHTA11_2487_2000001011HumanColorectumSER1.38e-043.32e-01-0.1808
1616DAXXHTA11_1938_2000001011HumanColorectumAD2.99e-073.61e-01-0.0811
1616DAXXHTA11_347_2000001011HumanColorectumAD4.57e-103.78e-01-0.1954
1616DAXXHTA11_3361_2000001011HumanColorectumAD4.23e-032.38e-01-0.1207
1616DAXXHTA11_696_2000001011HumanColorectumAD4.20e-093.74e-01-0.1464
1616DAXXHTA11_1391_2000001011HumanColorectumAD8.48e-114.58e-01-0.059
1616DAXXHTA11_5212_2000001011HumanColorectumAD3.08e-022.92e-01-0.2061
1616DAXXHTA11_546_2000001011HumanColorectumAD1.35e-083.58e-01-0.0842
1616DAXXHTA11_866_3004761011HumanColorectumAD2.73e-083.68e-010.096
1616DAXXHTA11_8622_2000001021HumanColorectumSER4.50e-034.22e-010.0528
1616DAXXHTA11_10711_2000001011HumanColorectumAD8.19e-063.58e-010.0338
1616DAXXHTA11_7696_3000711011HumanColorectumAD4.54e-083.18e-010.0674
1616DAXXHTA11_6818_2000001011HumanColorectumAD1.21e-033.87e-010.0112
1616DAXXHTA11_7469_2000001011HumanColorectumAD5.20e-033.84e-01-0.0124
1616DAXXHTA11_6818_2000001021HumanColorectumAD9.64e-063.48e-010.0588
1616DAXXHTA11_99999970781_79442HumanColorectumMSS6.41e-114.14e-010.294
1616DAXXHTA11_99999965062_69753HumanColorectumMSI-H4.27e-027.37e-010.3487
1616DAXXHTA11_99999965104_69814HumanColorectumMSS3.43e-105.44e-010.281
1616DAXXHTA11_99999971662_82457HumanColorectumMSS2.13e-134.58e-010.3859
1616DAXXHTA11_99999973899_84307HumanColorectumMSS1.07e-034.70e-010.2585
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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
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:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0043401ColorectumADsteroid hormone mediated signaling pathway51/3918136/187236.52e-061.63e-0451
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0009755ColorectumADhormone-mediated signaling pathway64/3918190/187232.78e-055.24e-0464
GO:0030518ColorectumADintracellular steroid hormone receptor signaling pathway43/3918116/187234.61e-057.97e-0443
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0030521ColorectumADandrogen receptor signaling pathway20/391844/187232.26e-042.94e-0320
GO:0097191ColorectumADextrinsic apoptotic signaling pathway68/3918219/187232.64e-043.27e-0368
GO:0046686ColorectumADresponse to cadmium ion27/391868/187233.19e-043.80e-0327
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0071276ColorectumADcellular response to cadmium ion18/391840/187235.36e-045.74e-0318
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
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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
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050122ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050123ColorectumSERParkinson disease132/1580266/84652.72e-319.03e-296.55e-29132
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050124ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa04210ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa050125ColorectumMSSParkinson disease140/1875266/84652.32e-287.79e-264.77e-26140
hsa050225ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa042101ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
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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
DAXXSNVMissense_Mutationnovelc.2185G>Ap.Asp729Asnp.D729NQ9UER7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DAXXSNVMissense_Mutationc.1142T>Gp.Met381Argp.M381RQ9UER7protein_codingtolerated(0.42)benign(0.359)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DAXXSNVMissense_Mutationrs758422357c.1042N>Ap.Val348Ilep.V348IQ9UER7protein_codingtolerated(1)benign(0.003)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
DAXXSNVMissense_Mutationnovelc.427C>Ap.Leu143Metp.L143MQ9UER7protein_codingtolerated(0.12)benign(0.312)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DAXXSNVMissense_Mutationrs763046918c.2105N>Tp.Ser702Phep.S702FQ9UER7protein_codingtolerated(0.26)benign(0.003)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DAXXSNVMissense_Mutationnovelc.514N>Ap.Glu172Lysp.E172KQ9UER7protein_codingtolerated(0.16)benign(0.111)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DAXXSNVMissense_Mutationrs375012684c.1318N>Ap.Asp440Asnp.D440NQ9UER7protein_codingtolerated(0.17)benign(0.085)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DAXXSNVMissense_Mutationc.8N>Tp.Thr3Ilep.T3IQ9UER7protein_codingdeleterious(0.02)possibly_damaging(0.452)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DAXXSNVMissense_Mutationc.202N>Ap.Glu68Lysp.E68KQ9UER7protein_codingtolerated(0.22)benign(0.003)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DAXXSNVMissense_Mutationc.1210N>Tp.His404Tyrp.H404YQ9UER7protein_codingtolerated(0.46)benign(0.158)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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