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: HAX1

Gene summary for HAX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HAX1

Gene ID

10456

Gene nameHCLS1 associated protein X-1
Gene AliasHCLSBP1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

A0A0S2Z565


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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
10456HAX1HTA11_2487_2000001011HumanColorectumSER1.86e-021.95e-01-0.1808
10456HAX1HTA11_2951_2000001011HumanColorectumAD2.75e-043.95e-010.0216
10456HAX1HTA11_1938_2000001011HumanColorectumAD1.41e-093.95e-01-0.0811
10456HAX1HTA11_78_2000001011HumanColorectumAD4.86e-031.52e-01-0.1088
10456HAX1HTA11_347_2000001011HumanColorectumAD1.07e-153.54e-01-0.1954
10456HAX1HTA11_2112_2000001011HumanColorectumSER1.32e-044.87e-01-0.2196
10456HAX1HTA11_3361_2000001011HumanColorectumAD5.97e-052.42e-01-0.1207
10456HAX1HTA11_83_2000001011HumanColorectumSER5.79e-043.13e-01-0.1526
10456HAX1HTA11_696_2000001011HumanColorectumAD6.31e-184.11e-01-0.1464
10456HAX1HTA11_866_2000001011HumanColorectumAD7.52e-052.25e-01-0.1001
10456HAX1HTA11_1391_2000001011HumanColorectumAD2.72e-165.37e-01-0.059
10456HAX1HTA11_2992_2000001011HumanColorectumSER3.08e-053.76e-01-0.1706
10456HAX1HTA11_5216_2000001011HumanColorectumSER3.54e-033.95e-01-0.1462
10456HAX1HTA11_546_2000001011HumanColorectumAD3.68e-063.01e-01-0.0842
10456HAX1HTA11_9341_2000001011HumanColorectumSER4.24e-022.85e-01-0.00410000000000005
10456HAX1HTA11_7862_2000001011HumanColorectumAD1.05e-022.59e-01-0.0179
10456HAX1HTA11_866_3004761011HumanColorectumAD2.13e-164.31e-010.096
10456HAX1HTA11_4255_2000001011HumanColorectumSER1.69e-033.43e-010.0446
10456HAX1HTA11_10711_2000001011HumanColorectumAD6.55e-052.12e-010.0338
10456HAX1HTA11_7696_3000711011HumanColorectumAD6.81e-113.15e-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
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:00456395LiverCirrhoticpositive regulation of myeloid cell differentiation37/4634103/187237.38e-033.52e-0237
GO:00456377LiverCirrhoticregulation of myeloid cell differentiation68/4634210/187237.40e-033.53e-0268
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:007265512LiverHCCestablishment of protein localization to mitochondrion98/7958120/187231.18e-181.46e-1698
GO:007058512LiverHCCprotein localization to mitochondrion101/7958125/187231.53e-181.86e-16101
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:000662612LiverHCCprotein targeting to mitochondrion82/7958100/187234.93e-164.05e-1482
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:000042211LiverHCCautophagy of mitochondrion64/795881/187231.96e-117.72e-1064
GO:006172611LiverHCCmitochondrion disassembly64/795881/187231.96e-117.72e-1064
GO:005125822LiverHCCprotein polymerization182/7958297/187234.17e-111.58e-09182
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
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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
HAX1SNVMissense_Mutationnovelc.511N>Ap.Asp171Asnp.D171NO00165protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
HAX1SNVMissense_Mutationnovelc.775C>Gp.Pro259Alap.P259AO00165protein_codingdeleterious(0.04)possibly_damaging(0.561)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HAX1insertionNonsense_Mutationnovelc.492_493insACTATGGAAATTCTAATTCCCTCCCAGTCCAGCTAGCATACAAp.Pro165ThrfsTer12p.P165Tfs*12O00165protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
HAX1insertionFrame_Shift_Insnovelc.173dupCp.Glu59Terp.E59*O00165protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HAX1SNVMissense_Mutationc.64N>Tp.Pro22Serp.P22SO00165protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HAX1SNVMissense_Mutationrs769438062c.196N>Gp.Ser66Glyp.S66GO00165protein_codingtolerated(0.13)benign(0)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
HAX1SNVMissense_Mutationc.827N>Cp.Phe276Serp.F276SO00165protein_codingdeleterious(0.04)benign(0.094)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HAX1SNVMissense_Mutationnovelc.259N>Tp.Asp87Tyrp.D87YO00165protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HAX1SNVMissense_Mutationnovelc.560T>Cp.Leu187Prop.L187PO00165protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3IA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HAX1SNVMissense_Mutationc.289N>Ap.Ala97Thrp.A97TO00165protein_codingtolerated(0.28)possibly_damaging(0.651)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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