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: STC1

Gene summary for STC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STC1

Gene ID

6781

Gene namestanniocalcin 1
Gene AliasSTC
Cytomap8p21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P52823


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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
6781STC1GSM4909291HumanBreastIDC7.08e-124.35e-010.1753
6781STC1GSM4909296HumanBreastIDC1.57e-03-1.37e-010.1524
6781STC1GSM4909308HumanBreastIDC6.60e-143.30e-010.158
6781STC1GSM4909319HumanBreastIDC1.12e-091.92e-010.1563
6781STC1brca1HumanBreastPrecancer3.51e-04-1.34e-01-0.0338
6781STC1brca10HumanBreastPrecancer4.77e-052.51e-01-0.0029
6781STC1DCIS2HumanBreastDCIS9.19e-265.55e-010.0085
6781STC1LZE8THumanEsophagusESCC2.15e-055.99e-010.067
6781STC1LZE6THumanEsophagusESCC2.10e-167.35e-010.0845
6781STC1P2T-EHumanEsophagusESCC1.14e-083.62e-010.1177
6781STC1P4T-EHumanEsophagusESCC4.08e-042.26e-010.1323
6781STC1P16T-EHumanEsophagusESCC7.06e-052.27e-010.1153
6781STC1P19T-EHumanEsophagusESCC4.19e-027.63e-010.1662
6781STC1P26T-EHumanEsophagusESCC8.40e-114.66e-010.1276
6781STC1P36T-EHumanEsophagusESCC1.17e-152.00e+000.1187
6781STC1P37T-EHumanEsophagusESCC1.13e-136.07e-010.1371
6781STC1P56T-EHumanEsophagusESCC1.43e-066.77e-010.1613
6781STC1P76T-EHumanEsophagusESCC8.69e-044.93e-010.1207
6781STC1P89T-EHumanEsophagusESCC1.03e-102.42e+000.1752
6781STC1P107T-EHumanEsophagusESCC3.38e-064.27e-010.171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00362948BreastPrecancercellular response to decreased oxygen levels31/1080161/187232.61e-092.11e-0731
GO:00714538BreastPrecancercellular response to oxygen levels32/1080177/187237.32e-095.52e-0732
GO:00714565BreastPrecancercellular response to hypoxia29/1080151/187238.98e-096.50e-0729
GO:00319608BreastPrecancerresponse to corticosteroid30/1080167/187232.50e-081.65e-0630
GO:00513848BreastPrecancerresponse to glucocorticoid26/1080148/187233.32e-071.57e-0526
GO:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00713838BreastPrecancercellular response to steroid hormone stimulus28/1080204/187231.78e-054.26e-0428
GO:00106319BreastPrecancerepithelial cell migration40/1080357/187234.57e-059.71e-0440
GO:00901329BreastPrecancerepithelium migration40/1080360/187235.51e-051.14e-0340
GO:00435426BreastPrecancerendothelial cell migration33/1080279/187237.28e-051.44e-0333
GO:00901309BreastPrecancertissue migration40/1080365/187237.48e-051.47e-0340
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00106329BreastPrecancerregulation of epithelial cell migration33/1080292/187231.74e-042.86e-0333
GO:00075663BreastPrecancerembryo implantation11/108053/187231.82e-042.95e-0311
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
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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
STC1SNVMissense_Mutationc.368A>Gp.Glu123Glyp.E123GP52823protein_codingdeleterious(0)possibly_damaging(0.478)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STC1SNVMissense_Mutationc.299C>Tp.Ala100Valp.A100VP52823protein_codingdeleterious(0.03)benign(0.225)TCGA-S3-A6ZG-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
STC1SNVMissense_Mutationrs758995378c.274N>Ap.Val92Ilep.V92IP52823protein_codingtolerated(0.58)probably_damaging(0.988)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
STC1SNVMissense_Mutationnovelc.441G>Tp.Glu147Aspp.E147DP52823protein_codingtolerated(0.07)probably_damaging(0.992)TCGA-DS-A3LQ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
STC1SNVMissense_Mutationnovelc.603C>Ap.His201Glnp.H201QP52823protein_codingtolerated(0.33)benign(0.093)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STC1SNVMissense_Mutationc.280N>Cp.Glu94Glnp.E94QP52823protein_codingdeleterious(0.01)probably_damaging(0.927)TCGA-AA-A02O-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STC1SNVMissense_Mutationc.284N>Ap.Ser95Asnp.S95NP52823protein_codingdeleterious(0.03)benign(0.153)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
STC1SNVMissense_Mutationrs139152218c.445N>Ap.Val149Ilep.V149IP52823protein_codingtolerated(0.89)benign(0.011)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STC1SNVMissense_Mutationnovelc.497G>Ap.Ser166Asnp.S166NP52823protein_codingdeleterious(0.04)possibly_damaging(0.738)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
STC1SNVMissense_Mutationrs765625301c.656C>Tp.Pro219Leup.P219LP52823protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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