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
10635RAD51AP1P130T-EHumanEsophagusESCC4.19e-257.69e-010.1676
10635RAD51AP1C04HumanOral cavityOSCC6.19e-157.99e-010.2633
10635RAD51AP1C21HumanOral cavityOSCC5.01e-166.10e-010.2678
10635RAD51AP1C30HumanOral cavityOSCC6.35e-191.27e+000.3055
10635RAD51AP1C38HumanOral cavityOSCC6.57e-091.09e+000.172
10635RAD51AP1C43HumanOral cavityOSCC4.26e-173.94e-010.1704
10635RAD51AP1C46HumanOral cavityOSCC6.22e-174.34e-010.1673
10635RAD51AP1C51HumanOral cavityOSCC1.85e-033.74e-010.2674
10635RAD51AP1C57HumanOral cavityOSCC3.20e-114.31e-010.1679
10635RAD51AP1C06HumanOral cavityOSCC3.90e-041.99e+000.2699
10635RAD51AP1C08HumanOral cavityOSCC1.73e-103.57e-010.1919
10635RAD51AP1LN22HumanOral cavityOSCC8.64e-055.98e-010.1733
10635RAD51AP1LN46HumanOral cavityOSCC4.44e-155.28e-010.1666
10635RAD51AP1SYSMH2HumanOral cavityOSCC2.35e-053.57e-010.2326
10635RAD51AP1SYSMH3HumanOral cavityOSCC6.44e-115.21e-010.2442
10635RAD51AP1SYSMH5HumanOral cavityOSCC2.68e-103.75e-010.0647
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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:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:001021217EsophagusESCCresponse to ionizing radiation110/8552148/187231.11e-124.78e-11110
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:007147816EsophagusESCCcellular response to radiation122/8552186/187233.07e-085.73e-07122
GO:0071479110EsophagusESCCcellular response to ionizing radiation54/855272/187233.85e-075.32e-0654
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:20010228EsophagusESCCpositive regulation of response to DNA damage stimulus69/8552105/187232.66e-052.22e-0469
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
GO:00457395EsophagusESCCpositive regulation of DNA repair49/855273/187231.74e-041.14e-0349
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:20007793EsophagusESCCregulation of double-strand break repair52/855285/187232.86e-031.21e-0252
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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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