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: AASDH

Gene summary for AASDH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AASDH

Gene ID

132949

Gene nameaminoadipate-semialdehyde dehydrogenase
Gene AliasACSF4
Cytomap4q12
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B4E2K0


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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
132949AASDHLZE4THumanEsophagusESCC1.95e-021.82e-010.0811
132949AASDHP1T-EHumanEsophagusESCC2.74e-052.00e-010.0875
132949AASDHP2T-EHumanEsophagusESCC4.99e-214.00e-010.1177
132949AASDHP4T-EHumanEsophagusESCC2.44e-153.46e-010.1323
132949AASDHP5T-EHumanEsophagusESCC1.72e-069.92e-020.1327
132949AASDHP8T-EHumanEsophagusESCC4.98e-153.17e-010.0889
132949AASDHP10T-EHumanEsophagusESCC1.49e-091.35e-010.116
132949AASDHP11T-EHumanEsophagusESCC8.96e-031.22e-010.1426
132949AASDHP12T-EHumanEsophagusESCC1.61e-153.23e-010.1122
132949AASDHP15T-EHumanEsophagusESCC1.03e-091.23e-010.1149
132949AASDHP16T-EHumanEsophagusESCC1.51e-203.34e-010.1153
132949AASDHP20T-EHumanEsophagusESCC3.94e-049.31e-020.1124
132949AASDHP21T-EHumanEsophagusESCC6.25e-203.52e-010.1617
132949AASDHP22T-EHumanEsophagusESCC6.75e-182.28e-010.1236
132949AASDHP23T-EHumanEsophagusESCC2.45e-039.31e-020.108
132949AASDHP24T-EHumanEsophagusESCC5.52e-048.89e-020.1287
132949AASDHP26T-EHumanEsophagusESCC1.16e-122.95e-010.1276
132949AASDHP27T-EHumanEsophagusESCC4.81e-072.26e-010.1055
132949AASDHP28T-EHumanEsophagusESCC3.86e-205.09e-010.1149
132949AASDHP30T-EHumanEsophagusESCC1.12e-113.39e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00065757EsophagusESCCcellular modified amino acid metabolic process112/8552188/187238.31e-056.06e-04112
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00090674EsophagusESCCaspartate family amino acid biosynthetic process17/855221/187231.03e-035.19e-0317
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:00086521LiverCirrhoticcellular amino acid biosynthetic process36/463476/187231.55e-052.11e-0436
GO:19016071LiverCirrhoticalpha-amino acid biosynthetic process33/463468/187231.84e-052.49e-0433
GO:000657511LiverCirrhoticcellular modified amino acid metabolic process70/4634188/187239.04e-059.69e-0470
GO:00090661LiverCirrhoticaspartate family amino acid metabolic process21/463449/187234.13e-032.21e-0221
GO:00090671LiverCirrhoticaspartate family amino acid biosynthetic process11/463421/187235.89e-032.95e-0211
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
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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
AASDHSNVMissense_Mutationc.1094N>Gp.Ser365Cysp.S365CQ4L235protein_codingtolerated(0.08)benign(0.096)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AASDHSNVMissense_Mutationnovelc.74N>Cp.Cys25Serp.C25SQ4L235protein_codingtolerated(0.23)benign(0.012)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
AASDHSNVMissense_Mutationc.1619A>Gp.Tyr540Cysp.Y540CQ4L235protein_codingdeleterious(0.03)possibly_damaging(0.533)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AASDHSNVMissense_Mutationrs773718786c.1996N>Cp.Ile666Leup.I666LQ4L235protein_codingtolerated(0.28)benign(0.001)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
AASDHSNVMissense_Mutationnovelc.2620N>Gp.His874Aspp.H874DQ4L235protein_codingdeleterious(0)probably_damaging(1)TCGA-WT-AB41-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
AASDHinsertionFrame_Shift_Insnovelc.2159_2160insTp.Lys720AsnfsTer23p.K720Nfs*23Q4L235protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
AASDHinsertionFrame_Shift_Insnovelc.2158_2159insTAAGTCATCTACAACTGTGTACATTGGTTCCCATTCTCp.Lys720IlefsTer16p.K720Ifs*16Q4L235protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
AASDHSNVMissense_Mutationnovelc.1577G>Ap.Gly526Aspp.G526DQ4L235protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AASDHSNVMissense_Mutationc.448N>Ap.Glu150Lysp.E150KQ4L235protein_codingtolerated(0.17)benign(0.192)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AASDHSNVMissense_Mutationc.761N>Tp.Ser254Leup.S254LQ4L235protein_codingdeleterious(0)possibly_damaging(0.735)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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