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: RAD9A

Gene summary for RAD9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RAD9A

Gene ID

5883

Gene nameRAD9 checkpoint clamp component A
Gene AliasRAD9
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q99638


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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
5883RAD9ACCI_1HumanCervixCC2.60e-066.41e-010.528
5883RAD9ACCI_2HumanCervixCC1.18e-065.64e-010.5249
5883RAD9ACCI_3HumanCervixCC1.28e-023.35e-010.516
5883RAD9ACCII_1HumanCervixCC1.11e-124.46e-010.3249
5883RAD9Asample3HumanCervixCC1.06e-031.64e-010.1387
5883RAD9ALZE2THumanEsophagusESCC1.15e-024.60e-010.082
5883RAD9ALZE4THumanEsophagusESCC1.09e-102.54e-010.0811
5883RAD9ALZE7THumanEsophagusESCC2.52e-053.76e-010.0667
5883RAD9ALZE20THumanEsophagusESCC1.76e-103.82e-010.0662
5883RAD9ALZE22D1HumanEsophagusHGIN9.00e-052.19e-010.0595
5883RAD9ALZE22THumanEsophagusESCC1.13e-033.08e-010.068
5883RAD9ALZE24THumanEsophagusESCC8.46e-144.36e-010.0596
5883RAD9ALZE6THumanEsophagusESCC1.16e-022.42e-010.0845
5883RAD9AP1T-EHumanEsophagusESCC7.08e-146.70e-010.0875
5883RAD9AP2T-EHumanEsophagusESCC5.39e-296.13e-010.1177
5883RAD9AP4T-EHumanEsophagusESCC1.65e-276.23e-010.1323
5883RAD9AP5T-EHumanEsophagusESCC4.21e-194.69e-010.1327
5883RAD9AP8T-EHumanEsophagusESCC4.76e-378.74e-010.0889
5883RAD9AP9T-EHumanEsophagusESCC1.85e-122.60e-010.1131
5883RAD9AP10T-EHumanEsophagusESCC5.00e-182.79e-010.116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:00712148CervixCCcellular response to abiotic stimulus69/2311331/187237.36e-061.73e-0469
GO:01040048CervixCCcellular response to environmental stimulus69/2311331/187237.36e-061.73e-0469
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:00714798CervixCCcellular response to ionizing radiation22/231172/187233.47e-055.60e-0422
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:00714786CervixCCcellular response to radiation41/2311186/187231.41e-041.71e-0341
GO:00102126CervixCCresponse to ionizing radiation34/2311148/187232.23e-042.53e-0334
GO:00457862CervixCCnegative regulation of cell cycle67/2311385/187232.21e-031.59e-0267
GO:00459302CervixCCnegative regulation of mitotic cell cycle44/2311235/187233.02e-031.99e-0244
GO:00427705CervixCCsignal transduction in response to DNA damage34/2311172/187233.52e-032.27e-0234
GO:00109482CervixCCnegative regulation of cell cycle process51/2311294/187237.35e-033.94e-0251
GO:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
GO:007147919EsophagusHGINcellular response to ionizing radiation21/258772/187235.31e-047.59e-0321
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:00714789EsophagusHGINcellular response to radiation42/2587186/187237.66e-041.00e-0242
GO:00427708EsophagusHGINsignal transduction in response to DNA damage39/2587172/187231.07e-031.32e-0239
GO:007121418EsophagusHGINcellular response to abiotic stimulus66/2587331/187231.21e-031.45e-0266
GO:010400418EsophagusHGINcellular response to environmental stimulus66/2587331/187231.21e-031.45e-0266
GO:00459305EsophagusHGINnegative regulation of mitotic cell cycle49/2587235/187231.88e-032.01e-0249
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0421828EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa04218111EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa042188LungIACCellular senescence40/1053156/84654.44e-061.44e-049.59e-0540
hsa0421813LungIACCellular senescence40/1053156/84654.44e-061.44e-049.59e-0540
hsa0421843LungMIACCellular senescence22/507156/84651.43e-043.46e-032.50e-0322
hsa0421853LungMIACCellular senescence22/507156/84651.43e-043.46e-032.50e-0322
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0421827Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
hsa0421837Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
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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
RAD9ASNVMissense_Mutationnovelc.797C>Tp.Ser266Leup.S266LQ99638protein_codingtolerated(0.19)benign(0.003)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
RAD9AdeletionFrame_Shift_Delnovelc.1083delNp.Arg362AlafsTer35p.R362Afs*35Q99638protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RAD9ASNVMissense_Mutationnovelc.231N>Ap.Met77Ilep.M77IQ99638protein_codingtolerated(0.36)benign(0.015)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RAD9ASNVMissense_Mutationc.677N>Gp.Leu226Argp.L226RQ99638protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3511-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
RAD9ASNVMissense_Mutationnovelc.527N>Cp.Val176Alap.V176AQ99638protein_codingtolerated(0.06)probably_damaging(0.969)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
RAD9AdeletionFrame_Shift_Delc.1124delNp.Gln377ArgfsTer20p.Q377Rfs*20Q99638protein_codingTCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RAD9ASNVMissense_Mutationnovelc.793N>Ap.Leu265Ilep.L265IQ99638protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RAD9ASNVMissense_Mutationrs377299831c.215N>Ap.Arg72Hisp.R72HQ99638protein_codingtolerated(0.14)benign(0.03)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
RAD9ASNVMissense_Mutationrs569583450c.403N>Ap.Val135Ilep.V135IQ99638protein_codingtolerated(0.13)benign(0.123)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
RAD9ASNVMissense_Mutationnovelc.778N>Cp.Phe260Leup.F260LQ99638protein_codingtolerated(0.28)benign(0.057)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid 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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