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: S100A7

Gene summary for S100A7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

S100A7

Gene ID

6278

Gene nameS100 calcium binding protein A7
Gene AliasPSOR1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P31151


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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
6278S100A7GSM4909298HumanBreastIDC3.11e-02-1.86e-010.1551
6278S100A7GSM4909302HumanBreastIDC1.42e-02-1.86e-010.1545
6278S100A7GSM4909317HumanBreastIDC1.19e-177.55e-010.1355
6278S100A7brca2HumanBreastPrecancer1.24e-051.74e-01-0.024
6278S100A7M2HumanBreastIDC9.83e-221.38e+000.21
6278S100A7NCCBC11HumanBreastDCIS2.04e-069.01e-010.1232
6278S100A7NCCBC14HumanBreastDCIS1.17e-351.22e+000.2021
6278S100A7NCCBC5HumanBreastDCIS1.08e-086.67e-010.2046
6278S100A7NCCBC6HumanBreastDCIS1.45e-121.20e+000.2095
6278S100A7CA_HPV_1HumanCervixCC1.78e-27-5.25e-010.0264
6278S100A7CA_HPV_2HumanCervixCC2.56e-26-5.23e-010.0391
6278S100A7CA_HPV_3HumanCervixCC2.64e-24-5.19e-010.0414
6278S100A7HSIL_HPV_1HumanCervixHSIL_HPV1.78e-13-5.13e-010.0116
6278S100A7HSIL_HPV_2HumanCervixHSIL_HPV2.50e-18-4.92e-010.0208
6278S100A7N_HPV_1HumanCervixN_HPV5.76e-22-5.11e-010.0079
6278S100A7N_HPV_2HumanCervixN_HPV5.86e-09-6.57e-02-0.0131
6278S100A7CCI_1HumanCervixCC1.83e-04-5.25e-010.528
6278S100A7CCI_2HumanCervixCC5.85e-04-5.25e-010.5249
6278S100A7CCI_3HumanCervixCC4.72e-02-4.63e-010.516
6278S100A7CCII_1HumanCervixCC8.58e-03-4.47e-010.3249
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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
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
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
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
∗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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00716217BreastPrecancergranulocyte chemotaxis23/1080125/187236.73e-072.77e-0523
GO:00975307BreastPrecancergranulocyte migration24/1080148/187234.04e-061.26e-0424
GO:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:00022378BreastPrecancerresponse to molecule of bacterial origin43/1080363/187236.05e-061.72e-0443
GO:00324968BreastPrecancerresponse to lipopolysaccharide41/1080343/187237.94e-062.17e-0441
GO:00512383BreastPrecancersequestering of metal ion7/108016/187231.50e-053.71e-047
GO:00321034BreastPrecancerpositive regulation of response to external stimulus46/1080427/187233.41e-057.40e-0446
GO:00197307BreastPrecancerantimicrobial humoral response19/1080122/187237.02e-051.40e-0319
GO:00026856BreastPrecancerregulation of leukocyte migration27/1080210/187237.93e-051.54e-0327
GO:00618446BreastPrecancerantimicrobial humoral immune response mediated by antimicrobial peptide14/108079/187231.53e-042.61e-0314
GO:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00716744BreastPrecancermononuclear cell migration24/1080196/187234.03e-045.44e-0324
GO:00026887BreastPrecancerregulation of leukocyte chemotaxis17/1080122/187236.34e-047.86e-0317
GO:00026877BreastPrecancerpositive regulation of leukocyte migration18/1080135/187237.60e-049.04e-0318
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0465716BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0465717BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0465721BreastIDCIL-17 signaling pathway18/86794/84656.39e-033.30e-022.47e-0218
hsa0465731BreastIDCIL-17 signaling pathway18/86794/84656.39e-033.30e-022.47e-0218
hsa0465741BreastDCISIL-17 signaling pathway18/84694/84654.95e-032.67e-021.96e-0218
hsa0465751BreastDCISIL-17 signaling pathway18/84694/84654.95e-032.67e-021.96e-0218
hsa0465718CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0465719CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0465722CervixHSIL_HPVIL-17 signaling pathway15/45994/84651.45e-041.74e-031.40e-0315
hsa0465732CervixHSIL_HPVIL-17 signaling pathway15/45994/84651.45e-041.74e-031.40e-0315
hsa0465742CervixN_HPVIL-17 signaling pathway16/34994/84651.20e-061.64e-051.28e-0516
hsa0465752CervixN_HPVIL-17 signaling pathway16/34994/84651.20e-061.64e-051.28e-0516
hsa0465727EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa0465734EsophagusESCCIL-17 signaling pathway66/420594/84653.93e-051.75e-048.99e-0566
hsa0465724Oral cavityOSCCIL-17 signaling pathway64/370494/84651.48e-067.87e-064.01e-0664
hsa04657112Oral cavityOSCCIL-17 signaling pathway64/370494/84651.48e-067.87e-064.01e-0664
hsa0465725Oral cavityLPIL-17 signaling pathway47/241894/84658.45e-066.25e-054.03e-0547
hsa0465733Oral cavityLPIL-17 signaling pathway47/241894/84658.45e-066.25e-054.03e-0547
hsa0465743Oral cavityEOLPIL-17 signaling pathway24/121894/84652.98e-039.61e-035.67e-0324
hsa0465753Oral cavityEOLPIL-17 signaling pathway24/121894/84652.98e-039.61e-035.67e-0324
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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
S100A7SNVMissense_Mutationrs762356824c.166N>Ap.Ala56Thrp.A56TP31151protein_codingtolerated(0.36)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
S100A7SNVMissense_Mutationc.43N>Ap.Asp15Asnp.D15NP31151protein_codingtolerated(0.49)benign(0)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
S100A7SNVMissense_Mutationnovelc.199G>Ap.Asp67Asnp.D67NP31151protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
S100A7SNVMissense_Mutationrs370414457c.169N>Ap.Asp57Asnp.D57NP31151protein_codingtolerated(1)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
S100A7SNVMissense_Mutationc.204G>Tp.Lys68Asnp.K68NP31151protein_codingtolerated(0.14)possibly_damaging(0.78)TCGA-F5-6464-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
S100A7SNVMissense_Mutationc.43N>Ap.Asp15Asnp.D15NP31151protein_codingtolerated(0.49)benign(0)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
S100A7SNVMissense_Mutationc.43N>Ap.Asp15Asnp.D15NP31151protein_codingtolerated(0.49)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
S100A7SNVMissense_Mutationc.187G>Tp.Asp63Tyrp.D63YP31151protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
S100A7SNVMissense_Mutationrs370414457c.169G>Ap.Asp57Asnp.D57NP31151protein_codingtolerated(1)benign(0)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
S100A7SNVMissense_Mutationnovelc.186N>Tp.Lys62Asnp.K62NP31151protein_codingdeleterious(0.05)probably_damaging(0.971)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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