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: S100A11

Gene summary for S100A11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

S100A11

Gene ID

6282

Gene nameS100 calcium binding protein A11
Gene AliasHEL-S-43
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0006260

UniProtAcc

P31949


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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
6282S100A11GSM4909281HumanBreastIDC2.27e-032.07e-010.21
6282S100A11GSM4909282HumanBreastIDC4.31e-414.57e-01-0.0288
6282S100A11GSM4909285HumanBreastIDC2.11e-685.92e-010.21
6282S100A11GSM4909286HumanBreastIDC2.78e-44-6.93e-010.1081
6282S100A11GSM4909287HumanBreastIDC3.47e-072.44e-010.2057
6282S100A11GSM4909293HumanBreastIDC1.31e-092.63e-010.1581
6282S100A11GSM4909294HumanBreastIDC3.79e-585.58e-010.2022
6282S100A11GSM4909297HumanBreastIDC3.76e-09-4.59e-010.1517
6282S100A11GSM4909298HumanBreastIDC2.47e-14-2.05e-010.1551
6282S100A11GSM4909301HumanBreastIDC4.01e-32-8.08e-010.1577
6282S100A11GSM4909302HumanBreastIDC2.89e-031.91e-010.1545
6282S100A11GSM4909304HumanBreastIDC1.26e-072.24e-010.1636
6282S100A11GSM4909308HumanBreastIDC1.34e-05-8.15e-020.158
6282S100A11GSM4909309HumanBreastIDC3.69e-031.51e-010.0483
6282S100A11GSM4909311HumanBreastIDC8.60e-21-2.62e-010.1534
6282S100A11GSM4909315HumanBreastIDC5.35e-946.74e-010.21
6282S100A11GSM4909316HumanBreastIDC2.97e-345.91e-010.21
6282S100A11GSM4909317HumanBreastIDC5.47e-072.82e-010.1355
6282S100A11GSM4909319HumanBreastIDC1.14e-46-7.63e-010.1563
6282S100A11brca1HumanBreastPrecancer4.93e-1387.81e-01-0.0338
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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:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:0006260ColorectumMSI-HDNA replication31/1319260/187232.83e-033.63e-0231
GO:0006275ColorectumCRCregulation of DNA replication21/2078107/187236.56e-034.70e-0221
GO:00149103EndometriumAEHregulation of smooth muscle cell migration19/210089/187234.12e-032.73e-0219
GO:00149092EndometriumAEHsmooth muscle cell migration20/210097/187235.00e-033.14e-0220
GO:00062752EndometriumAEHregulation of DNA replication21/2100107/187237.38e-034.20e-0221
GO:000627511EndometriumEECregulation of DNA replication22/2168107/187235.09e-033.20e-0222
GO:001491011EndometriumEECregulation of smooth muscle cell migration19/216889/187235.83e-033.49e-0219
GO:001490911EndometriumEECsmooth muscle cell migration20/216897/187237.11e-034.07e-0220
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:0014911LiverNAFLDpositive regulation of smooth muscle cell migration11/188247/187235.92e-034.47e-0211
GO:0014910LiverNAFLDregulation of smooth muscle cell migration17/188289/187236.91e-034.87e-0217
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00062751LiverHCCregulation of DNA replication60/7958107/187233.15e-031.46e-0260
GO:00149102LungIACregulation of smooth muscle cell migration19/206189/187233.35e-032.87e-0219
GO:0014909LungIACsmooth muscle cell migration20/206197/187234.05e-033.31e-0220
GO:00149091LungAISsmooth muscle cell migration19/184997/187232.74e-032.75e-0219
GO:0014812LungAISmuscle cell migration20/1849110/187235.24e-034.49e-0220
GO:00149101LungAISregulation of smooth muscle cell migration17/184989/187235.80e-034.83e-0217
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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
S100A11SNVMissense_Mutationc.211A>Gp.Ser71Glyp.S71GP31949protein_codingtolerated(0.48)benign(0.01)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
S100A11SNVMissense_Mutationnovelc.104N>Tp.Ser35Phep.S35FP31949protein_codingdeleterious(0.01)probably_damaging(0.93)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
S100A11SNVMissense_Mutationc.74C>Tp.Ala25Valp.A25VP31949protein_codingdeleterious(0.02)benign(0.194)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A11SNVMissense_Mutationc.169N>Tp.Pro57Serp.P57SP31949protein_codingdeleterious(0.01)possibly_damaging(0.615)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A11SNVMissense_Mutationnovelc.34C>Tp.Arg12Trpp.R12WP31949protein_codingtolerated(0.16)benign(0.003)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
S100A11SNVMissense_Mutationnovelc.59N>Cp.Val20Alap.V20AP31949protein_codingdeleterious(0)probably_damaging(0.915)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A11SNVMissense_Mutationc.8N>Cp.Lys3Thrp.K3TP31949protein_codingdeleterious_low_confidence(0)benign(0.001)TCGA-93-A4JQ-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
S100A11SNVMissense_Mutationnovelc.178C>Tp.Leu60Phep.L60FP31949protein_codingtolerated(0.06)benign(0.423)TCGA-CV-7104-01Oral cavityhead & neck squamous cell 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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