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: S100A1

Gene summary for S100A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

S100A1

Gene ID

6271

Gene nameS100 calcium binding protein A1
Gene AliasS100
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0S2Z4H2


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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
6271S100A1GSM4909281HumanBreastIDC4.83e-135.49e-010.21
6271S100A1GSM4909282HumanBreastIDC7.89e-10-4.04e-01-0.0288
6271S100A1GSM4909285HumanBreastIDC7.27e-237.04e-010.21
6271S100A1GSM4909286HumanBreastIDC4.99e-041.36e-010.1081
6271S100A1GSM4909287HumanBreastIDC1.48e-348.57e-010.2057
6271S100A1GSM4909288HumanBreastIDC4.16e-054.16e-010.0988
6271S100A1GSM4909290HumanBreastIDC2.00e-14-5.19e-010.2096
6271S100A1GSM4909291HumanBreastIDC1.04e-11-5.11e-010.1753
6271S100A1GSM4909293HumanBreastIDC1.36e-12-4.50e-010.1581
6271S100A1GSM4909294HumanBreastIDC1.10e-15-4.71e-010.2022
6271S100A1GSM4909296HumanBreastIDC2.11e-14-3.24e-010.1524
6271S100A1GSM4909297HumanBreastIDC8.78e-24-5.05e-010.1517
6271S100A1GSM4909301HumanBreastIDC7.29e-29-5.50e-010.1577
6271S100A1GSM4909302HumanBreastIDC8.39e-04-3.17e-010.1545
6271S100A1GSM4909304HumanBreastIDC2.14e-19-4.84e-010.1636
6271S100A1GSM4909311HumanBreastIDC8.60e-272.57e-020.1534
6271S100A1GSM4909312HumanBreastIDC2.95e-05-4.19e-020.1552
6271S100A1GSM4909315HumanBreastIDC2.35e-23-5.26e-010.21
6271S100A1GSM4909316HumanBreastIDC1.98e-09-5.62e-010.21
6271S100A1GSM4909317HumanBreastIDC2.78e-13-4.78e-010.1355
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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:00217629BreastPrecancersubstantia nigra development15/108044/187231.12e-087.98e-0715
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00309018BreastPrecancermidbrain development20/108090/187231.50e-077.93e-0620
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00100389BreastPrecancerresponse to metal ion47/1080373/187233.88e-071.79e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00488578BreastPrecancerneural nucleus development16/108064/187234.76e-072.11e-0516
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00716217BreastPrecancergranulocyte chemotaxis23/1080125/187236.73e-072.77e-0523
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00975307BreastPrecancergranulocyte migration24/1080148/187234.04e-061.26e-0424
GO:00018196BreastPrecancerpositive regulation of cytokine production52/1080467/187234.18e-061.29e-0452
GO:00022378BreastPrecancerresponse to molecule of bacterial origin43/1080363/187236.05e-061.72e-0443
GO:00324968BreastPrecancerresponse to lipopolysaccharide41/1080343/187237.94e-062.17e-0441
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:00321034BreastPrecancerpositive regulation of response to external stimulus46/1080427/187233.41e-057.40e-0446
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00026856BreastPrecancerregulation of leukocyte migration27/1080210/187237.93e-051.54e-0327
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
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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
S100A1SNVMissense_Mutationrs778293778c.59C>Tp.Ser20Leup.S20LP23297protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
S100A1insertionFrame_Shift_Insnovelc.284_285insGCTTGTAAp.Ter95TrpfsTer?p.*95Wfs*?P23297protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
S100A1insertionIn_Frame_Insnovelc.259_260insTTGCTCCCACTATCCCCGAATCAACCAGGAGTGp.Asn87delinsIleAlaProThrIleProGluSerThrArgSerAspp.N87delinsIAPTIPESTRSDP23297protein_codingTCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
S100A1SNVMissense_Mutationrs375726273c.202G>Ap.Gly68Argp.G68RP23297protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-DS-A0VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
S100A1SNVMissense_Mutationnovelc.199G>Tp.Asp67Tyrp.D67YP23297protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
S100A1SNVMissense_Mutationc.84N>Tp.Lys28Asnp.K28NP23297protein_codingtolerated(0.05)possibly_damaging(0.877)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
S100A1SNVMissense_Mutationnovelc.69N>Tp.Glu23Aspp.E23DP23297protein_codingtolerated(0.16)benign(0.295)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A1SNVMissense_Mutationnovelc.71N>Tp.Gly24Valp.G24VP23297protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D1-A2G0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A1SNVMissense_Mutationnovelc.56A>Gp.His19Argp.H19RP23297protein_codingdeleterious(0)benign(0.163)TCGA-EY-A1GK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A1SNVMissense_Mutationrs751778242c.52N>Ap.Ala18Thrp.A18TP23297protein_codingtolerated(0.17)benign(0.003)TCGA-62-8398-01Lunglung adenocarcinomaMale<65III/IVChemotherapycarboplatinCR
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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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