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:001063221BreastDCISregulation of epithelial cell migration43/1390292/187231.23e-053.13e-0443
GO:006013511BreastDCISmaternal process involved in female pregnancy15/139062/187233.55e-057.70e-0415
GO:005159123BreastDCISresponse to cAMP19/139093/187234.43e-059.29e-0419
GO:004354221BreastDCISendothelial cell migration40/1390279/187234.54e-059.49e-0440
GO:000189022BreastDCISplacenta development25/1390144/187235.57e-051.13e-0325
GO:005127111BreastDCISnegative regulation of cellular component movement48/1390367/187238.97e-051.69e-0348
GO:00075662BreastDCISembryo implantation13/139053/187231.00e-041.82e-0313
GO:003166723BreastDCISresponse to nutrient levels58/1390474/187231.16e-042.03e-0358
GO:000189311BreastDCISmaternal placenta development10/139035/187231.62e-042.71e-0310
GO:200014611BreastDCISnegative regulation of cell motility46/1390359/187232.01e-043.23e-0346
GO:000758422BreastDCISresponse to nutrient27/1390174/187232.05e-043.28e-0327
GO:00105942BreastDCISregulation of endothelial cell migration33/1390232/187232.35e-043.70e-0333
GO:004668322BreastDCISresponse to organophosphorus22/1390131/187232.49e-043.86e-0322
GO:001095921BreastDCISregulation of metal ion transport50/1390406/187232.86e-044.22e-0350
GO:00466971BreastDCISdecidualization8/139026/187234.21e-045.66e-038
GO:003033611BreastDCISnegative regulation of cell migration43/1390344/187235.41e-046.96e-0343
GO:001407422BreastDCISresponse to purine-containing compound23/1390148/187235.74e-047.34e-0323
GO:004001311BreastDCISnegative regulation of locomotion47/1390391/187237.30e-048.69e-0347
GO:007138422BreastDCIScellular response to corticosteroid stimulus12/139061/187231.54e-031.54e-0212
GO:004327011BreastDCISpositive regulation of ion transport34/1390275/187232.35e-032.13e-0234
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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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