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: AASS

Gene summary for AASS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AASS

Gene ID

10157

Gene nameaminoadipate-semialdehyde synthase
Gene AliasLKR/SDH
Cytomap7q31.32
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A4D0W4


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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
10157AASSNAFLD1HumanLiverNAFLD8.29e-111.08e+00-0.04
10157AASSS41HumanLiverCirrhotic8.90e-046.38e-01-0.0343
10157AASSHCC1_MengHumanLiverHCC8.02e-06-1.96e-010.0246
10157AASSHCC2_MengHumanLiverHCC2.60e-03-2.02e-010.0107
10157AASSHCC1HumanLiverHCC3.15e-123.20e+000.5336
10157AASSHCC2HumanLiverHCC4.11e-083.36e+000.5341
10157AASSRNA-P10T2-P10T2-1HumanLungAAH1.51e-058.32e-01-0.1271
10157AASSRNA-P10T2-P10T2-3HumanLungAAH1.25e-037.06e-01-0.1408
10157AASSRNA-P10T2-P10T2-4HumanLungAAH7.56e-037.10e-01-0.138
10157AASSRNA-P18T-P18T-2HumanLungIAC6.10e-039.96e-010.1129
10157AASSRNA-P25T1-P25T1-1HumanLungAIS9.74e-166.70e-01-0.2116
10157AASSRNA-P25T1-P25T1-2HumanLungAIS8.04e-066.24e-01-0.1941
10157AASSRNA-P25T1-P25T1-3HumanLungAIS1.64e-066.51e-01-0.2107
10157AASSRNA-P25T1-P25T1-4HumanLungAIS1.02e-116.45e-01-0.2119
10157AASSRNA-P6T2-P6T2-1HumanLungIAC2.96e-288.32e-01-0.0166
10157AASSRNA-P6T2-P6T2-2HumanLungIAC3.13e-267.50e-01-0.0132
10157AASSRNA-P6T2-P6T2-3HumanLungIAC8.29e-277.25e-01-0.013
10157AASSRNA-P6T2-P6T2-4HumanLungIAC8.70e-267.28e-01-0.0121
10157AASSRNA-P7T1-P7T1-1HumanLungAIS1.05e-131.11e+00-0.0961
10157AASSRNA-P7T1-P7T1-2HumanLungAIS2.00e-161.21e+00-0.0876
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00463953LiverNAFLDcarboxylic acid catabolic process73/1882236/187234.16e-191.22e-1573
GO:00160544LiverNAFLDorganic acid catabolic process73/1882240/187231.20e-182.34e-1573
GO:00442825LiverNAFLDsmall molecule catabolic process91/1882376/187238.96e-161.31e-1291
GO:00160535LiverNAFLDorganic acid biosynthetic process77/1882316/187231.03e-136.69e-1177
GO:00463945LiverNAFLDcarboxylic acid biosynthetic process75/1882314/187236.37e-133.39e-1075
GO:0009063LiverNAFLDcellular amino acid catabolic process36/1882110/187236.56e-111.99e-0836
GO:00165703LiverNAFLDhistone modification90/1882463/187235.74e-101.28e-0790
GO:00065203LiverNAFLDcellular amino acid metabolic process63/1882284/187231.14e-092.17e-0763
GO:00086523LiverNAFLDcellular amino acid biosynthetic process26/188276/187231.00e-081.33e-0626
GO:19016053LiverNAFLDalpha-amino acid metabolic process46/1882195/187232.74e-082.86e-0646
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:19016073LiverNAFLDalpha-amino acid biosynthetic process22/188268/187234.13e-072.62e-0522
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:1901606LiverNAFLDalpha-amino acid catabolic process25/188287/187238.67e-074.60e-0525
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:00067904LiverNAFLDsulfur compound metabolic process58/1882339/187233.79e-059.38e-0458
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa003109LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031012LungIACLysine degradation17/105363/84651.35e-038.63e-035.73e-0317
hsa0031022LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
hsa0031032LungAISLysine degradation16/96163/84651.41e-039.49e-036.07e-0316
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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
AASSSNVMissense_Mutationrs746536178c.788N>Tp.Thr263Metp.T263MQ9UDR5protein_codingdeleterious(0)probably_damaging(0.986)TCGA-A2-A0EN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AASSSNVMissense_Mutationc.1004N>Tp.Ser335Leup.S335LQ9UDR5protein_codingtolerated(0.74)benign(0.243)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AASSSNVMissense_Mutationc.1301C>Tp.Pro434Leup.P434LQ9UDR5protein_codingdeleterious(0)probably_damaging(0.913)TCGA-C8-A1HI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AASSinsertionNonsense_Mutationnovelc.2278_2279insAGTp.Thr759_Trp760insTerp.T759_W760ins*Q9UDR5protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AASSinsertionNonsense_Mutationnovelc.2276_2277insTTGGACTTCCTGAAAGTGAGAATCCATGAGAGTTAp.Lys761ThrfsTer3p.K761Tfs*3Q9UDR5protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AASSinsertionNonsense_Mutationnovelc.1190_1191insTTTATAATGGTAAATGTTTAAp.Met397delinsIleLeuTerTrpTerMetPheLysp.M397delinsIL*W*MFKQ9UDR5protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
AASSdeletionFrame_Shift_Delnovelc.2015delNp.Lys672ArgfsTer3p.K672Rfs*3Q9UDR5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AASSdeletionFrame_Shift_Delnovelc.2390delNp.Ala797ValfsTer28p.A797Vfs*28Q9UDR5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
AASSSNVMissense_Mutationrs756447554c.824C>Tp.Thr275Ilep.T275IQ9UDR5protein_codingtolerated(0.23)benign(0.329)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AASSSNVMissense_Mutationc.2554G>Ap.Glu852Lysp.E852KQ9UDR5protein_codingdeleterious(0)possibly_damaging(0.549)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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