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: S100P

Gene summary for S100P

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

S100P

Gene ID

6286

Gene nameS100 calcium binding protein P
Gene AliasMIG9
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

P25815


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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
6286S100PGSM4909281HumanBreastIDC3.92e-601.20e+000.21
6286S100PGSM4909282HumanBreastIDC1.49e-811.29e+00-0.0288
6286S100PGSM4909285HumanBreastIDC2.51e-316.40e-010.21
6286S100PGSM4909286HumanBreastIDC1.72e-305.58e-010.1081
6286S100PGSM4909287HumanBreastIDC2.73e-054.60e-010.2057
6286S100PGSM4909288HumanBreastIDC1.08e-045.67e-010.0988
6286S100PGSM4909290HumanBreastIDC3.62e-095.70e-010.2096
6286S100PGSM4909292HumanBreastIDC4.57e-068.61e-010.1236
6286S100PGSM4909295HumanBreastIDC1.09e-117.64e-010.0898
6286S100PGSM4909296HumanBreastIDC2.19e-074.18e-010.1524
6286S100PGSM4909304HumanBreastIDC1.38e-1241.79e+000.1636
6286S100PGSM4909307HumanBreastIDC6.36e-042.63e-010.1569
6286S100PGSM4909313HumanBreastIDC6.35e-137.17e-010.0391
6286S100PGSM4909317HumanBreastIDC1.14e-339.83e-010.1355
6286S100PNCCBC14HumanBreastDCIS2.79e-054.78e-010.2021
6286S100PHSIL_HPV_2HumanCervixHSIL_HPV2.84e-113.72e-010.0208
6286S100PTumorHumanCervixCC6.19e-316.56e-010.1241
6286S100Psample1HumanCervixCC1.64e-022.34e-010.0959
6286S100Psample3HumanCervixCC2.07e-589.06e-010.1387
6286S100PH2HumanCervixHSIL_HPV7.08e-155.38e-010.0632
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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
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
∗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:000166714BreastIDCameboidal-type cell migration64/1434475/187236.65e-062.05e-0464
GO:001063112BreastIDCepithelial cell migration51/1434357/187231.14e-053.08e-0451
GO:009013212BreastIDCepithelium migration51/1434360/187231.44e-053.70e-0451
GO:009013012BreastIDCtissue migration51/1434365/187232.11e-055.11e-0451
GO:004354211BreastIDCendothelial cell migration40/1434279/187238.97e-051.74e-0340
GO:001063121BreastDCISepithelial cell migration51/1390357/187234.83e-061.43e-0451
GO:009013221BreastDCISepithelium migration51/1390360/187236.14e-061.75e-0451
GO:009013021BreastDCIStissue migration51/1390365/187239.09e-062.45e-0451
GO:000166723BreastDCISameboidal-type cell migration62/1390475/187239.60e-062.56e-0462
GO:004354221BreastDCISendothelial cell migration40/1390279/187234.54e-059.49e-0440
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:00435427CervixCCendothelial cell migration60/2311279/187231.05e-052.33e-0460
GO:001063113CervixHSIL_HPVepithelial cell migration33/737357/187235.28e-062.04e-0433
GO:000166715CervixHSIL_HPVameboidal-type cell migration40/737475/187235.48e-062.07e-0440
GO:009013213CervixHSIL_HPVepithelium migration33/737360/187236.31e-062.29e-0433
GO:009013013CervixHSIL_HPVtissue migration33/737365/187238.43e-062.97e-0433
GO:004354212CervixHSIL_HPVendothelial cell migration24/737279/187232.95e-044.83e-0324
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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
S100PdeletionIn_Frame_Delc.115_117delAAGp.Lys39delp.K39delP25815protein_codingTCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
S100PdeletionFrame_Shift_Delc.265delNp.Phe89LeufsTer43p.F89Lfs*43P25815protein_codingTCGA-BH-A0DO-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
S100PSNVMissense_Mutationrs770673207c.245C>Tp.Thr82Metp.T82MP25815protein_codingdeleterious(0.01)benign(0.165)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
S100PSNVMissense_Mutationrs770673207c.245C>Tp.Thr82Metp.T82MP25815protein_codingdeleterious(0.01)benign(0.165)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
S100PSNVMissense_Mutationc.20N>Tp.Ala7Valp.A7VP25815protein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100PSNVMissense_Mutationnovelc.251N>Tp.Ala84Valp.A84VP25815protein_codingtolerated(0.06)benign(0)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100PSNVMissense_Mutationc.194N>Ap.Gly65Glup.G65EP25815protein_codingtolerated(0.09)probably_damaging(0.953)TCGA-49-AARN-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
S100PdeletionIn_Frame_Delc.113_115delNNNp.Lys39delp.K39delP25815protein_codingTCGA-HU-A4H8-01Stomachstomach adenocarcinomaMale>=65I/IIChemotherapydidoxPD
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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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