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: PAXX

Gene summary for PAXX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAXX

Gene ID

286257

Gene namePAXX non-homologous end joining factor
Gene AliasC9orf142
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BUH6


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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
286257PAXXAEH-subject1HumanEndometriumAEH2.47e-264.33e-01-0.3059
286257PAXXAEH-subject2HumanEndometriumAEH3.79e-173.76e-01-0.2525
286257PAXXAEH-subject3HumanEndometriumAEH1.31e-194.05e-01-0.2576
286257PAXXAEH-subject4HumanEndometriumAEH6.21e-072.26e-01-0.2657
286257PAXXAEH-subject5HumanEndometriumAEH8.49e-102.02e-01-0.2953
286257PAXXEEC-subject1HumanEndometriumEEC1.78e-102.82e-01-0.2682
286257PAXXEEC-subject2HumanEndometriumEEC4.96e-335.90e-01-0.2607
286257PAXXEEC-subject4HumanEndometriumEEC4.50e-214.16e-01-0.2571
286257PAXXEEC-subject5HumanEndometriumEEC8.21e-223.84e-01-0.249
286257PAXXGSM5276934HumanEndometriumEEC7.40e-031.07e-01-0.0913
286257PAXXGSM5276935HumanEndometriumEEC2.82e-425.54e-01-0.123
286257PAXXGSM5276937HumanEndometriumEEC4.74e-092.14e-01-0.0897
286257PAXXGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.95e-032.09e-01-0.1883
286257PAXXGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.51e-356.85e-01-0.1269
286257PAXXLZE2THumanEsophagusESCC1.80e-117.78e-010.082
286257PAXXLZE3DHumanEsophagusHGIN3.66e-037.66e-010.0668
286257PAXXLZE4THumanEsophagusESCC4.82e-286.74e-010.0811
286257PAXXLZE5THumanEsophagusESCC1.40e-064.15e-010.0514
286257PAXXLZE7THumanEsophagusESCC1.18e-258.80e-010.0667
286257PAXXLZE8THumanEsophagusESCC8.94e-216.10e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:00063021LiverHCCdouble-strand break repair131/7958251/187231.17e-036.54e-03131
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:00063032ThyroidPTCdouble-strand break repair via nonhomologous end joining32/596866/187233.55e-031.71e-0232
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:00063031ThyroidATCdouble-strand break repair via nonhomologous end joining33/629366/187234.27e-031.80e-0233
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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
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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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