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: S100A12

Gene summary for S100A12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

S100A12

Gene ID

6283

Gene nameS100 calcium binding protein A12
Gene AliasCAAF1
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P80511


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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
6283S100A12C04HumanOral cavityOSCC1.15e-022.74e-010.2633
6283S100A12C21HumanOral cavityOSCC9.76e-081.74e+000.2678
6283S100A12C57HumanOral cavityOSCC5.57e-471.50e+000.1679
6283S100A12LP15HumanOral cavityLP8.49e-048.04e-010.2174
6283S100A12SYSMH3HumanOral cavityOSCC4.31e-041.58e-010.2442
6283S100A12SYSMH5HumanOral cavityOSCC1.57e-224.45e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:007190010Oral cavityOSCCregulation of protein serine/threonine kinase activity201/7305359/187233.90e-111.27e-09201
GO:00434054Oral cavityOSCCregulation of MAP kinase activity101/7305177/187238.13e-071.12e-05101
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:004586016Oral cavityOSCCpositive regulation of protein kinase activity194/7305386/187233.90e-064.59e-05194
GO:003367418Oral cavityOSCCpositive regulation of kinase activity228/7305467/187238.31e-068.90e-05228
GO:00719028Oral cavityOSCCpositive regulation of protein serine/threonine kinase activity107/7305200/187232.12e-052.02e-04107
GO:00510917Oral cavityOSCCpositive regulation of DNA-binding transcription factor activity134/7305260/187232.52e-052.35e-04134
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00510925Oral cavityOSCCpositive regulation of NF-kappaB transcription factor activity82/7305152/187231.28e-049.13e-0482
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:005090010Oral cavityOSCCleukocyte migration176/7305369/187233.80e-042.31e-03176
GO:00603269Oral cavityOSCCcell chemotaxis146/7305310/187232.13e-039.80e-03146
GO:00305959Oral cavityOSCCleukocyte chemotaxis110/7305230/187233.86e-031.58e-02110
GO:00434062Oral cavityOSCCpositive regulation of MAP kinase activity58/7305112/187234.01e-031.64e-0258
GO:00434107Oral cavityOSCCpositive regulation of MAPK cascade213/7305480/187238.71e-033.16e-02213
GO:007162110Oral cavityOSCCgranulocyte chemotaxis62/7305125/187231.02e-023.52e-0262
GO:00313495Oral cavityOSCCpositive regulation of defense response127/7305278/187231.32e-024.39e-02127
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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
S100A12insertionNonsense_Mutationnovelc.129_130insCAGGTCAAGCCTTGTTAATTCCAGGGTGGTTCATGp.Thr44GlnfsTer6p.T44Qfs*6P80511protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
S100A12insertionFrame_Shift_Insnovelc.118_119insTCCTTTGCTTCCCTCTCTCAATAACTCACTTAAGGCTCTACTCp.Glu40ValfsTer26p.E40Vfs*26P80511protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
S100A12SNVMissense_Mutationrs761048858c.208G>Ap.Asp70Asnp.D70NP80511protein_codingtolerated(0.43)benign(0.006)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
S100A12SNVMissense_Mutationc.146A>Cp.Lys49Thrp.K49TP80511protein_codingdeleterious(0.01)possibly_damaging(0.848)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
S100A12SNVMissense_Mutationnovelc.105N>Tp.Gln35Hisp.Q35HP80511protein_codingtolerated(0.05)probably_damaging(0.963)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
S100A12SNVMissense_Mutationc.124N>Ap.Ala42Thrp.A42TP80511protein_codingtolerated(0.09)benign(0.133)TCGA-BS-A0TJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
S100A12SNVMissense_Mutationnovelc.260A>Cp.Tyr87Serp.Y87SP80511protein_codingdeleterious(0.04)benign(0)TCGA-EY-A1G8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
S100A12SNVMissense_Mutationc.68N>Ap.Gly23Glup.G23EP80511protein_codingdeleterious(0.03)probably_damaging(0.957)TCGA-95-7562-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinSD
S100A12SNVMissense_Mutationnovelc.232G>Tp.Val78Leup.V78LP80511protein_codingtolerated(0.15)benign(0)TCGA-90-7964-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
S100A12SNVMissense_Mutationnovelc.55T>Ap.Ser19Thrp.S19TP80511protein_codingdeleterious(0)probably_damaging(0.996)TCGA-P3-A6T4-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
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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
6283S100A12DRUGGABLE GENOME, KINASEAtogepantATOGEPANT
6283S100A12DRUGGABLE GENOME, KINASEMTXMETHOTREXATE15077313
6283S100A12DRUGGABLE GENOME, KINASEMETHOTREXATEMETHOTREXATE15077313
6283S100A12DRUGGABLE GENOME, KINASEEptinezumabEPTINEZUMAB
6283S100A12DRUGGABLE GENOME, KINASEBMS-927711RIMEGEPANT
6283S100A12DRUGGABLE GENOME, KINASEMK-1602UBROGEPANT
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