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: S100A6

Gene summary for S100A6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

S100A6

Gene ID

6277

Gene nameS100 calcium binding protein A6
Gene Alias2A9
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P06703


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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
6277S100A6GSM5353217_PA_PB1A_Pool_2_S107_L004HumanProstateTumor3.29e-14-1.53e+000.156
6277S100A6GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor6.02e-19-1.49e+000.1479
6277S100A6GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor1.56e-24-1.77e+000.1531
6277S100A6GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor8.29e-55-1.27e+000.1633
6277S100A6GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor5.05e-64-1.21e+000.1608
6277S100A6GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor3.99e-45-1.18e+000.1604
6277S100A6GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor9.26e-46-1.05e+000.1621
6277S100A6GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor8.41e-32-1.46e+000.1619
6277S100A6GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor3.12e-25-1.54e+000.159
6277S100A6GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.21e-49-1.27e+000.1602
6277S100A6GSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor1.41e-15-1.61e+000.1537
6277S100A6GSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor9.75e-22-1.70e+000.1439
6277S100A6GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor1.73e-34-1.48e+000.1608
6277S100A6GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor3.43e-26-1.53e+000.1622
6277S100A6GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor3.14e-67-1.21e+000.1575
6277S100A6GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor1.44e-85-1.70e+000.1545
6277S100A6GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor1.34e-73-1.68e+000.1569
6277S100A6GSM5353247_PA_PR5269_3_S27_L002HumanProstateTumor3.67e-14-1.63e+000.1532
6277S100A6GSM5353248_PA_PR5269_4_S28_L002HumanProstateTumor5.49e-14-1.18e+000.1541
6277S100A6P1_S1_AKHumanSkinAK6.39e-52-6.50e-01-0.3399
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00481453BreastPrecancerregulation of fibroblast proliferation12/108080/187232.03e-031.94e-0212
GO:00481443BreastPrecancerfibroblast proliferation12/108081/187232.26e-032.12e-0212
GO:004814511BreastIDCregulation of fibroblast proliferation14/143480/187232.83e-032.48e-0214
GO:004814411BreastIDCfibroblast proliferation14/143481/187233.18e-032.68e-0214
GO:00481452BreastDCISregulation of fibroblast proliferation13/139080/187235.80e-034.17e-0213
GO:00481442BreastDCISfibroblast proliferation13/139081/187236.45e-034.58e-0213
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00481462CervixHSIL_HPVpositive regulation of fibroblast proliferation7/73748/187232.57e-032.50e-027
GO:00481454CervixHSIL_HPVregulation of fibroblast proliferation9/73780/187234.13e-033.53e-029
GO:00481444CervixHSIL_HPVfibroblast proliferation9/73781/187234.49e-033.76e-029
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:00615641ColorectumSERaxon development94/2897467/187233.78e-033.13e-0294
GO:00074091ColorectumSERaxonogenesis84/2897418/187236.20e-034.49e-0284
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
GO:00615643ColorectumFAPaxon development106/2622467/187231.98e-071.21e-05106
GO:00074093ColorectumFAPaxonogenesis97/2622418/187232.20e-071.30e-0597
GO:00074094ColorectumCRCaxonogenesis81/2078418/187233.60e-072.99e-0581
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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
S100A6SNVMissense_Mutationc.172N>Ap.Glu58Lysp.E58KP06703protein_codingtolerated(1)benign(0.007)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
S100A6insertionFrame_Shift_Insnovelc.238_239insCACGGTCAACCTCTGAAAAp.Leu80SerfsTer13p.L80Sfs*13P06703protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
S100A6SNVMissense_Mutationnovelc.221N>Cp.Val74Alap.V74AP06703protein_codingtolerated(0.26)benign(0.006)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
S100A6SNVMissense_Mutationnovelc.22G>Ap.Ala8Thrp.A8TP06703protein_codingdeleterious(0.04)possibly_damaging(0.865)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
S100A6SNVMissense_Mutationc.192N>Tp.Lys64Asnp.K64NP06703protein_codingtolerated(0.08)benign(0.003)TCGA-BR-8081-01Stomachstomach adenocarcinomaFemale>=65I/IIUnknownUnknownSD
S100A6SNVMissense_Mutationnovelc.67N>Ap.Glu23Lysp.E23KP06703protein_codingdeleterious(0)probably_damaging(0.945)TCGA-BR-8362-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyetoposidePD
S100A6SNVMissense_Mutationc.32T>Gp.Leu11Argp.L11RP06703protein_codingdeleterious(0.02)benign(0.42)TCGA-EM-A3AK-01Thyroidthyroid carcinomaFemale<65I/IIUnknownUnknownSD
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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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