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: RAD51AP1

Gene summary for RAD51AP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAD51AP1

Gene ID

10635

Gene nameRAD51 associated protein 1
Gene AliasPIR51
Cytomap12p13.32
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96B01


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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
10635RAD51AP1LZE7THumanEsophagusESCC6.33e-032.65e-010.0667
10635RAD51AP1P2T-EHumanEsophagusESCC9.78e-309.59e-010.1177
10635RAD51AP1P4T-EHumanEsophagusESCC3.74e-256.75e-010.1323
10635RAD51AP1P5T-EHumanEsophagusESCC7.98e-133.44e-010.1327
10635RAD51AP1P8T-EHumanEsophagusESCC9.56e-082.59e-010.0889
10635RAD51AP1P9T-EHumanEsophagusESCC3.05e-031.27e-010.1131
10635RAD51AP1P10T-EHumanEsophagusESCC2.06e-082.67e-010.116
10635RAD51AP1P15T-EHumanEsophagusESCC3.26e-021.21e-010.1149
10635RAD51AP1P16T-EHumanEsophagusESCC4.41e-072.12e-010.1153
10635RAD51AP1P17T-EHumanEsophagusESCC1.49e-021.56e-010.1278
10635RAD51AP1P20T-EHumanEsophagusESCC2.18e-031.19e-010.1124
10635RAD51AP1P21T-EHumanEsophagusESCC4.41e-071.62e-010.1617
10635RAD51AP1P22T-EHumanEsophagusESCC2.06e-083.08e-010.1236
10635RAD51AP1P24T-EHumanEsophagusESCC2.06e-082.68e-010.1287
10635RAD51AP1P26T-EHumanEsophagusESCC7.90e-031.39e-010.1276
10635RAD51AP1P27T-EHumanEsophagusESCC2.06e-082.36e-010.1055
10635RAD51AP1P28T-EHumanEsophagusESCC9.02e-112.40e-010.1149
10635RAD51AP1P30T-EHumanEsophagusESCC1.02e-023.29e-010.137
10635RAD51AP1P31T-EHumanEsophagusESCC1.62e-133.63e-010.1251
10635RAD51AP1P32T-EHumanEsophagusESCC8.56e-122.95e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00457394Oral cavityOSCCpositive regulation of DNA repair45/730573/187237.46e-055.82e-0445
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:20007792Oral cavityOSCCregulation of double-strand break repair48/730585/187238.14e-044.35e-0348
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
GO:0000724Oral cavityOSCCdouble-strand break repair via homologous recombination69/7305138/187235.52e-032.14e-0269
GO:0051785Oral cavityOSCCpositive regulation of nuclear division31/730557/187231.32e-024.38e-0231
GO:2000781Oral cavityOSCCpositive regulation of double-strand break repair23/730540/187231.36e-024.50e-0223
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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
RAD51AP1SNVMissense_Mutationc.685N>Tp.Val229Phep.V229FQ96B01protein_codingtolerated(0.17)possibly_damaging(0.775)TCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RAD51AP1SNVMissense_Mutationnovelc.1003N>Tp.Gly335Cysp.G335CQ96B01protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
RAD51AP1SNVMissense_Mutationc.163N>Gp.Leu55Valp.L55VQ96B01protein_codingtolerated(0.47)benign(0.003)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RAD51AP1SNVMissense_Mutationnovelc.938N>Ap.Ser313Asnp.S313NQ96B01protein_codingdeleterious(0.04)benign(0.021)TCGA-DS-A3LQ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
RAD51AP1SNVMissense_Mutationnovelc.428C>Gp.Ser143Cysp.S143CQ96B01protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD51AP1SNVMissense_Mutationc.407N>Cp.Met136Thrp.M136TQ96B01protein_codingtolerated(0.4)benign(0.001)TCGA-JX-A3Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD51AP1SNVMissense_Mutationrs766644662c.779N>Tp.Ser260Leup.S260LQ96B01protein_codingtolerated(0.12)benign(0.007)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RAD51AP1SNVMissense_Mutationc.862N>Gp.Lys288Glup.K288EQ96B01protein_codingdeleterious(0.03)possibly_damaging(0.71)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RAD51AP1SNVMissense_Mutationrs766644662c.779N>Tp.Ser260Leup.S260LQ96B01protein_codingtolerated(0.12)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RAD51AP1SNVMissense_Mutationc.839N>Ap.Ser280Tyrp.S280YQ96B01protein_codingtolerated(0.33)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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