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: AHSA1

Gene summary for AHSA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHSA1

Gene ID

10598

Gene nameactivator of HSP90 ATPase activity 1
Gene AliasAHA1
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

G3V438


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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
10598AHSA1HTA11_3410_2000001011HumanColorectumAD2.23e-052.01e-010.0155
10598AHSA1HTA11_2487_2000001011HumanColorectumSER4.35e-063.71e-01-0.1808
10598AHSA1HTA11_1938_2000001011HumanColorectumAD3.40e-146.48e-01-0.0811
10598AHSA1HTA11_78_2000001011HumanColorectumAD2.61e-043.45e-01-0.1088
10598AHSA1HTA11_347_2000001011HumanColorectumAD5.83e-114.02e-01-0.1954
10598AHSA1HTA11_411_2000001011HumanColorectumSER1.63e-025.39e-01-0.2602
10598AHSA1HTA11_3361_2000001011HumanColorectumAD1.19e-054.46e-01-0.1207
10598AHSA1HTA11_83_2000001011HumanColorectumSER1.97e-064.94e-01-0.1526
10598AHSA1HTA11_696_2000001011HumanColorectumAD8.44e-195.36e-01-0.1464
10598AHSA1HTA11_866_2000001011HumanColorectumAD1.93e-134.61e-01-0.1001
10598AHSA1HTA11_1391_2000001011HumanColorectumAD3.37e-187.73e-01-0.059
10598AHSA1HTA11_2992_2000001011HumanColorectumSER1.09e-045.50e-01-0.1706
10598AHSA1HTA11_546_2000001011HumanColorectumAD5.35e-054.14e-01-0.0842
10598AHSA1HTA11_7862_2000001011HumanColorectumAD4.03e-054.06e-01-0.0179
10598AHSA1HTA11_866_3004761011HumanColorectumAD3.59e-206.57e-010.096
10598AHSA1HTA11_4255_2000001011HumanColorectumSER9.11e-045.39e-010.0446
10598AHSA1HTA11_8622_2000001021HumanColorectumSER4.98e-045.34e-010.0528
10598AHSA1HTA11_7663_2000001011HumanColorectumSER6.31e-044.94e-010.0131
10598AHSA1HTA11_10711_2000001011HumanColorectumAD1.34e-054.16e-010.0338
10598AHSA1HTA11_7696_3000711011HumanColorectumAD8.89e-256.97e-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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:00064571ColorectumSERprotein folding54/2897212/187231.04e-042.18e-0354
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00064573ColorectumMSI-Hprotein folding33/1319212/187231.40e-056.29e-0433
GO:00064574ColorectumFAPprotein folding44/2622212/187234.36e-032.98e-0244
GO:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00327812LiverCirrhoticpositive regulation of ATPase activity16/463427/187231.41e-041.36e-0316
GO:00434623LiverCirrhoticregulation of ATPase activity21/463446/187231.61e-031.04e-0221
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:00327811LiverHCCpositive regulation of ATPase activity19/795827/187233.18e-031.47e-0219
GO:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:00327815Oral cavityOSCCpositive regulation of ATPase activity18/730527/187233.34e-031.42e-0218
GO:00434626Oral cavityOSCCregulation of ATPase activity27/730546/187235.33e-032.07e-0227
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:003278113Oral cavityLPpositive regulation of ATPase activity13/462327/187236.92e-033.96e-0213
GO:000645725Oral cavityEOLPprotein folding59/2218212/187231.76e-101.79e-0859
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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
AHSA1SNVMissense_Mutationrs147994825c.1006N>Tp.Arg336Cysp.R336CO95433protein_codingdeleterious(0.05)benign(0.038)TCGA-C8-A1HI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AHSA1SNVMissense_Mutationrs757713014c.442N>Gp.Met148Valp.M148VO95433protein_codingtolerated(0.07)benign(0)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
AHSA1insertionFrame_Shift_Insnovelc.661_662insGAGCGCAAGGTAAATGGTTTTCCTGGGGTGGGAGACTGTCTGCAp.Glu221GlyfsTer37p.E221Gfs*37O95433protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
AHSA1SNVMissense_Mutationnovelc.4N>Ap.Ala2Thrp.A2TO95433protein_codingdeleterious(0)probably_damaging(0.996)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AHSA1SNVMissense_Mutationnovelc.385N>Ap.Asp129Asnp.D129NO95433protein_codingtolerated(0.24)benign(0.027)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AHSA1SNVMissense_Mutationnovelc.89N>Ap.Arg30Lysp.R30KO95433protein_codingtolerated(0.3)probably_damaging(0.994)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
AHSA1SNVMissense_Mutationnovelc.998N>Gp.Tyr333Cysp.Y333CO95433protein_codingtolerated(0.09)probably_damaging(0.925)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
AHSA1SNVMissense_Mutationrs751654040c.572N>Tp.Ala191Valp.A191VO95433protein_codingtolerated(0.34)benign(0.023)TCGA-AA-3530-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AHSA1SNVMissense_Mutationc.77N>Gp.His26Argp.H26RO95433protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AHSA1SNVMissense_Mutationrs749961382c.756N>Tp.Met252Ilep.M252IO95433protein_codingtolerated(0.08)benign(0.009)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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