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: SACS

Gene summary for SACS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SACS

Gene ID

26278

Gene namesacsin molecular chaperone
Gene AliasARSACS
Cytomap13q12.12
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9NZJ4


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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
26278SACSHCC1_MengHumanLiverHCC7.47e-291.10e-010.0246
26278SACSHCC2_MengHumanLiverHCC4.33e-034.21e-020.0107
26278SACSHCC2HumanLiverHCC6.71e-093.20e+000.5341
26278SACSS014HumanLiverHCC1.00e-113.16e-010.2254
26278SACSS015HumanLiverHCC3.44e-113.64e-010.2375
26278SACSS016HumanLiverHCC1.03e-103.19e-010.2243
26278SACSS027HumanLiverHCC7.22e-042.69e-010.2446
26278SACSS028HumanLiverHCC1.80e-195.96e-010.2503
26278SACSS029HumanLiverHCC8.63e-165.78e-010.2581
26278SACSATC09HumanThyroidATC1.87e-072.07e-010.2871
26278SACSATC11HumanThyroidATC6.82e-136.83e-010.3386
26278SACSATC12HumanThyroidATC3.68e-039.04e-020.34
26278SACSATC13HumanThyroidATC1.53e-488.17e-010.34
26278SACSATC1HumanThyroidATC8.64e-072.46e-010.2878
26278SACSATC2HumanThyroidATC1.04e-121.18e+000.34
26278SACSATC3HumanThyroidATC8.75e-167.15e-010.338
26278SACSATC4HumanThyroidATC5.04e-051.25e-010.34
26278SACSATC5HumanThyroidATC1.40e-469.06e-010.34
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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
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:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:007084111LiverHCCinclusion body assembly20/795824/187234.92e-054.70e-0420
GO:009008311LiverHCCregulation of inclusion body assembly14/795817/187239.39e-045.47e-0314
GO:009008411LiverHCCnegative regulation of inclusion body assembly9/795811/187239.51e-033.60e-029
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
GO:009008324ThyroidATCregulation of inclusion body assembly12/629317/187232.02e-039.60e-0312
GO:0070841111ThyroidATCinclusion body assembly14/629324/187231.12e-024.00e-0214
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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
SACSSNVMissense_Mutationnovelc.5111N>Tp.Asn1704Ilep.N1704IQ9NZJ4protein_codingdeleterious(0)benign(0.015)TCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
SACSSNVMissense_Mutationrs747293426c.6751C>Gp.Gln2251Glup.Q2251EQ9NZJ4protein_codingtolerated(0.15)benign(0.159)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SACSSNVMissense_Mutationc.5435C>Gp.Thr1812Argp.T1812RQ9NZJ4protein_codingdeleterious_low_confidence(0.01)benign(0.062)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SACSSNVMissense_Mutationrs771944361c.12013N>Tp.Leu4005Phep.L4005FQ9NZJ4protein_codingdeleterious(0.02)possibly_damaging(0.717)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SACSSNVMissense_Mutationc.13148N>Tp.Ser4383Leup.S4383LQ9NZJ4protein_codingdeleterious(0.02)benign(0.251)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SACSSNVMissense_Mutationc.7678N>Cp.Glu2560Glnp.E2560QQ9NZJ4protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SACSSNVMissense_Mutationc.13252N>Ap.Glu4418Lysp.E4418KQ9NZJ4protein_codingdeleterious(0.02)benign(0.193)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SACSSNVMissense_Mutationnovelc.6469N>Tp.Asp2157Tyrp.D2157YQ9NZJ4protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SACSSNVMissense_Mutationnovelc.12312N>Tp.Met4104Ilep.M4104IQ9NZJ4protein_codingtolerated(0.14)benign(0.038)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SACSSNVMissense_Mutationc.9190N>Ap.Glu3064Lysp.E3064KQ9NZJ4protein_codingdeleterious(0.01)benign(0.078)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=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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