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: SAC3D1

Gene summary for SAC3D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SAC3D1

Gene ID

29901

Gene nameSAC3 domain containing 1
Gene AliasHSU79266
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

F8WC89


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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
29901SAC3D1LZE22THumanEsophagusESCC1.54e-043.02e-010.068
29901SAC3D1LZE24THumanEsophagusESCC7.85e-143.54e-010.0596
29901SAC3D1LZE21THumanEsophagusESCC6.52e-032.24e-010.0655
29901SAC3D1P1T-EHumanEsophagusESCC1.09e-042.34e-010.0875
29901SAC3D1P2T-EHumanEsophagusESCC9.78e-304.99e-010.1177
29901SAC3D1P4T-EHumanEsophagusESCC4.26e-431.04e+000.1323
29901SAC3D1P5T-EHumanEsophagusESCC2.55e-315.63e-010.1327
29901SAC3D1P8T-EHumanEsophagusESCC1.62e-132.89e-010.0889
29901SAC3D1P9T-EHumanEsophagusESCC1.57e-245.20e-010.1131
29901SAC3D1P10T-EHumanEsophagusESCC1.75e-254.66e-010.116
29901SAC3D1P11T-EHumanEsophagusESCC1.06e-125.67e-010.1426
29901SAC3D1P12T-EHumanEsophagusESCC6.36e-335.64e-010.1122
29901SAC3D1P15T-EHumanEsophagusESCC4.29e-214.13e-010.1149
29901SAC3D1P16T-EHumanEsophagusESCC1.46e-285.01e-010.1153
29901SAC3D1P17T-EHumanEsophagusESCC2.26e-135.15e-010.1278
29901SAC3D1P19T-EHumanEsophagusESCC2.95e-085.91e-010.1662
29901SAC3D1P20T-EHumanEsophagusESCC2.19e-194.31e-010.1124
29901SAC3D1P21T-EHumanEsophagusESCC4.71e-539.71e-010.1617
29901SAC3D1P22T-EHumanEsophagusESCC1.30e-152.85e-010.1236
29901SAC3D1P23T-EHumanEsophagusESCC4.96e-265.42e-010.108
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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
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
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:000705116ThyroidPTCspindle organization92/5968184/187232.21e-073.92e-0692
GO:005122514ThyroidPTCspindle assembly56/5968117/187232.17e-041.60e-0356
GO:00310235ThyroidPTCmicrotubule organizing center organization65/5968143/187234.48e-042.96e-0365
GO:00070984ThyroidPTCcentrosome cycle59/5968130/187238.39e-045.16e-0359
GO:0051298ThyroidPTCcentrosome duplication36/596873/187231.41e-037.89e-0336
GO:000705122ThyroidATCspindle organization109/6293184/187237.99e-133.46e-11109
GO:005122521ThyroidATCspindle assembly66/6293117/187233.28e-074.88e-0666
GO:003102311ThyroidATCmicrotubule organizing center organization71/6293143/187235.11e-053.99e-0471
GO:000709811ThyroidATCcentrosome cycle65/6293130/187237.95e-055.97e-0465
GO:00512981ThyroidATCcentrosome duplication36/629373/187233.91e-031.70e-0236
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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
SAC3D1deletionIn_Frame_Delnovelc.582_587delNNNNNNp.Glu195_Ala196delp.E195_A196delprotein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SAC3D1insertionNonsense_Mutationnovelc.937_938insCTGCATGAGGTTCTACAGCTGCCTp.Arg313delinsProAlaTerGlySerThrAlaAlaCysp.R313delinsPA*GSTAACprotein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SAC3D1SNVMissense_Mutationrs775031585c.892G>Ap.Gly298Argp.G298Rprotein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SAC3D1SNVMissense_Mutationrs374748039c.1006N>Tp.Arg336Cysp.R336Cprotein_codingtolerated(0.19)benign(0.017)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SAC3D1SNVMissense_Mutationc.682N>Ap.Ala228Thrp.A228Tprotein_codingtolerated(0.4)benign(0.005)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SAC3D1deletionFrame_Shift_Delnovelc.972delNp.Cys325AlafsTer4p.C325Afs*4protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SAC3D1SNVMissense_Mutationnovelc.640C>Tp.Arg214Cysp.R214Cprotein_codingtolerated(0.15)benign(0.013)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SAC3D1SNVMissense_Mutationrs748178524c.698N>Ap.Arg233Hisp.R233Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SAC3D1SNVMissense_Mutationrs374748039c.1006N>Tp.Arg336Cysp.R336Cprotein_codingtolerated(0.19)benign(0.017)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SAC3D1SNVMissense_Mutationrs775031585c.892N>Ap.Gly298Argp.G298Rprotein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-A5-A0GA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
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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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