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: STIM1

Gene summary for STIM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STIM1

Gene ID

6786

Gene namestromal interaction molecule 1
Gene AliasD11S4896E
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

G0XQ39


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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
6786STIM1HTA11_3410_2000001011HumanColorectumAD1.18e-02-3.20e-010.0155
6786STIM1HTA11_347_2000001011HumanColorectumAD2.67e-064.88e-01-0.1954
6786STIM1HTA11_99999970781_79442HumanColorectumMSS1.14e-02-2.41e-010.294
6786STIM1HTA11_99999974143_84620HumanColorectumMSS2.74e-02-2.68e-010.3005
6786STIM1A002-C-010HumanColorectumFAP4.91e-03-2.52e-010.242
6786STIM1A001-C-207HumanColorectumFAP3.98e-02-2.48e-010.1278
6786STIM1A015-C-203HumanColorectumFAP9.61e-21-3.37e-01-0.1294
6786STIM1A015-C-204HumanColorectumFAP4.19e-04-2.76e-01-0.0228
6786STIM1A014-C-040HumanColorectumFAP3.43e-02-3.75e-01-0.1184
6786STIM1A002-C-201HumanColorectumFAP2.25e-09-3.18e-010.0324
6786STIM1A002-C-203HumanColorectumFAP1.08e-04-2.38e-010.2786
6786STIM1A001-C-119HumanColorectumFAP2.73e-04-3.15e-01-0.1557
6786STIM1A001-C-108HumanColorectumFAP2.15e-13-3.63e-01-0.0272
6786STIM1A002-C-205HumanColorectumFAP2.51e-16-4.41e-01-0.1236
6786STIM1A001-C-104HumanColorectumFAP1.27e-03-2.72e-010.0184
6786STIM1A015-C-005HumanColorectumFAP2.37e-03-2.60e-01-0.0336
6786STIM1A015-C-006HumanColorectumFAP7.20e-11-4.78e-01-0.0994
6786STIM1A015-C-106HumanColorectumFAP2.20e-08-2.60e-01-0.0511
6786STIM1A002-C-114HumanColorectumFAP7.74e-13-3.81e-01-0.1561
6786STIM1A015-C-104HumanColorectumFAP2.97e-23-3.95e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
∗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:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0032411ColorectumADpositive regulation of transporter activity37/3918120/187236.82e-034.22e-0237
GO:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:0034764ColorectumMSSpositive regulation of transmembrane transport58/3467219/187232.19e-031.83e-0258
GO:00324112ColorectumMSSpositive regulation of transporter activity35/3467120/187232.95e-032.28e-0235
GO:0022898ColorectumMSSregulation of transmembrane transporter activity70/3467278/187233.36e-032.54e-0270
GO:00100382ColorectumMSSresponse to metal ion90/3467373/187233.76e-032.76e-0290
GO:0051349ColorectumMSSpositive regulation of lyase activity10/346723/187235.06e-033.47e-0210
GO:0032412ColorectumMSSregulation of ion transmembrane transporter activity66/3467267/187236.72e-034.38e-0266
GO:00347641ColorectumFAPpositive regulation of transmembrane transport53/2622219/187233.54e-057.75e-0453
GO:00228981ColorectumFAPregulation of transmembrane transporter activity62/2622278/187231.09e-041.80e-0362
GO:00324121ColorectumFAPregulation of ion transmembrane transporter activity60/2622267/187231.12e-041.84e-0360
GO:00324092ColorectumFAPregulation of transporter activity67/2622310/187231.59e-042.43e-0367
GO:0010959ColorectumFAPregulation of metal ion transport83/2622406/187232.06e-042.96e-0383
GO:0043270ColorectumFAPpositive regulation of ion transport58/2622275/187237.98e-048.36e-0358
GO:0032414ColorectumFAPpositive regulation of ion transmembrane transporter activity28/2622109/187238.64e-048.87e-0328
GO:00324113ColorectumFAPpositive regulation of transporter activity29/2622120/187231.97e-031.65e-0229
GO:0034767ColorectumFAPpositive regulation of ion transmembrane transport37/2622167/187232.74e-032.12e-0237
GO:1904062ColorectumFAPregulation of cation transmembrane transport69/2622357/187233.06e-032.30e-0269
GO:0051592ColorectumFAPresponse to calcium ion33/2622149/187234.52e-033.08e-0233
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04611ColorectumFAPPlatelet activation32/1404124/84655.67e-032.18e-021.32e-0232
hsa046111ColorectumFAPPlatelet activation32/1404124/84655.67e-032.18e-021.32e-0232
hsa046112LiverHCCPlatelet activation71/4020124/84651.77e-024.15e-022.31e-0271
hsa0461111LiverHCCPlatelet activation71/4020124/84651.77e-024.15e-022.31e-0271
hsa046116Oral cavityEOLPPlatelet activation29/1218124/84654.73e-031.48e-028.75e-0329
hsa0461114Oral cavityEOLPPlatelet activation29/1218124/84654.73e-031.48e-028.75e-0329
hsa0461122Oral cavityNEOLPPlatelet activation27/1112124/84655.03e-031.97e-021.24e-0227
hsa0461131Oral cavityNEOLPPlatelet activation27/1112124/84655.03e-031.97e-021.24e-0227
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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
STIM1SNVMissense_Mutationnovelc.1300N>Ap.Glu434Lysp.E434Kprotein_codingdeleterious(0)probably_damaging(0.988)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STIM1SNVMissense_Mutationc.776N>Gp.His259Argp.H259Rprotein_codingtolerated(0.35)possibly_damaging(0.796)TCGA-AR-A1AQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STIM1SNVMissense_Mutationrs202147687c.1943G>Ap.Arg648Hisp.R648Hprotein_codingtolerated_low_confidence(0.13)benign(0.011)TCGA-C8-A138-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
STIM1insertionFrame_Shift_Insnovelc.355_356insGGCTTCAGCGTAGCCAGGCTTCTTACATTTTGACTCAGGGCCCCTCp.Asp119GlyfsTer33p.D119Gfs*33protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STIM1insertionFrame_Shift_Insnovelc.955_956insGGAACTCp.Glu319GlyfsTer40p.E319Gfs*40protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
STIM1insertionNonsense_Mutationnovelc.942_943insTGACTCCATCTTTTGGGp.Lys315Terp.K315*protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
STIM1deletionFrame_Shift_Delnovelc.1032delNp.Glu345ArgfsTer9p.E345Rfs*9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
STIM1SNVMissense_Mutationnovelc.1474T>Cp.Ser492Prop.S492Pprotein_codingdeleterious(0.02)possibly_damaging(0.644)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
STIM1SNVMissense_Mutationc.183G>Tp.Glu61Aspp.E61Dprotein_codingtolerated(1)benign(0.044)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
STIM1SNVMissense_Mutationrs748049243c.1601G>Ap.Arg534Hisp.R534Hprotein_codingtolerated_low_confidence(0.33)unknown(0)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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