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: SACM1L

Gene summary for SACM1L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SACM1L

Gene ID

22908

Gene nameSAC1 like phosphatidylinositide phosphatase
Gene AliasSAC1
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q9NTJ5


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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
22908SACM1LHCC1_MengHumanLiverHCC1.22e-41-1.13e-020.0246
22908SACM1LHCC2_MengHumanLiverHCC5.45e-07-3.47e-020.0107
22908SACM1LHCC1HumanLiverHCC4.77e-022.96e+000.5336
22908SACM1LHCC2HumanLiverHCC5.37e-113.55e+000.5341
22908SACM1LS015HumanLiverHCC5.78e-042.79e-010.2375
22908SACM1LS016HumanLiverHCC2.39e-032.16e-010.2243
22908SACM1LS027HumanLiverHCC2.52e-044.40e-010.2446
22908SACM1LS028HumanLiverHCC4.43e-145.59e-010.2503
22908SACM1LS029HumanLiverHCC5.90e-156.72e-010.2581
22908SACM1LPTCwithoutHT_2HumanThyroidPTC1.15e-03-2.16e-010.0419
22908SACM1Lmale-WTAHumanThyroidPTC4.58e-317.40e-020.1037
22908SACM1LPTC01HumanThyroidPTC1.90e-14-5.20e-020.1899
22908SACM1LPTC03HumanThyroidPTC9.16e-062.71e-020.1784
22908SACM1LPTC04HumanThyroidPTC2.19e-161.51e-010.1927
22908SACM1LPTC05HumanThyroidPTC2.99e-183.22e-010.2065
22908SACM1LPTC06HumanThyroidPTC1.95e-263.73e-010.2057
22908SACM1LPTC07HumanThyroidPTC1.75e-202.23e-010.2044
22908SACM1LATC12HumanThyroidATC4.55e-03-8.07e-020.34
22908SACM1LATC13HumanThyroidATC2.48e-222.23e-010.34
22908SACM1LATC2HumanThyroidATC3.98e-116.73e-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:00086542LiverHCCphospholipid biosynthetic process150/7958253/187234.77e-081.03e-06150
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:004648611LiverHCCglycerolipid metabolic process215/7958392/187234.54e-077.49e-06215
GO:004501711LiverHCCglycerolipid biosynthetic process143/7958252/187233.27e-064.31e-05143
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:00066504LiverHCCglycerophospholipid metabolic process168/7958306/187237.27e-068.62e-05168
GO:004647411LiverHCCglycerophospholipid biosynthetic process121/7958211/187239.12e-061.06e-04121
GO:0006661LiverHCCphosphatidylinositol biosynthetic process69/7958131/187231.19e-024.35e-0269
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:001631117ThyroidATCdephosphorylation179/6293417/187233.88e-053.15e-04179
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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
SACM1LSNVMissense_Mutationc.1568N>Tp.Ala523Valp.A523VQ9NTJ5protein_codingtolerated(0.38)benign(0.011)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
SACM1LSNVMissense_Mutationc.1726N>Ap.Asp576Asnp.D576NQ9NTJ5protein_codingdeleterious(0.04)benign(0.089)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SACM1LSNVMissense_Mutationnovelc.142N>Tp.Val48Phep.V48FQ9NTJ5protein_codingdeleterious(0.01)benign(0.005)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
SACM1LdeletionFrame_Shift_Delc.1033delNp.Asn346IlefsTer2p.N346Ifs*2Q9NTJ5protein_codingTCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SACM1LSNVMissense_Mutationnovelc.1481N>Ap.Ser494Tyrp.S494YQ9NTJ5protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SACM1LSNVMissense_Mutationnovelc.1719N>Gp.Asp573Glup.D573EQ9NTJ5protein_codingtolerated(1)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SACM1LSNVMissense_Mutationnovelc.61N>Ap.Glu21Lysp.E21KQ9NTJ5protein_codingdeleterious(0.01)possibly_damaging(0.688)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SACM1LSNVMissense_Mutationrs780924690c.689N>Tp.Ser230Leup.S230LQ9NTJ5protein_codingtolerated(0.23)benign(0.07)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SACM1LSNVMissense_Mutationnovelc.1300N>Gp.Tyr434Aspp.Y434DQ9NTJ5protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SACM1LSNVMissense_Mutationnovelc.1124G>Ap.Gly375Aspp.G375DQ9NTJ5protein_codingdeleterious(0.01)benign(0.41)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
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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
22908SACM1LNAbupropionBUPROPION22041458
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