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: RPL10A

Gene summary for RPL10A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL10A

Gene ID

4736

Gene nameribosomal protein L10a
Gene AliasCSA19
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0000470

UniProtAcc

P62906


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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
4736RPL10ACA_HPV_1HumanCervixCC8.13e-08-2.90e-010.0264
4736RPL10ACA_HPV_2HumanCervixCC3.90e-23-3.50e-010.0391
4736RPL10ACA_HPV_3HumanCervixCC2.72e-021.31e-010.0414
4736RPL10AN_HPV_2HumanCervixN_HPV2.30e-02-9.41e-02-0.0131
4736RPL10ACCI_1HumanCervixCC1.89e-47-1.66e+000.528
4736RPL10ACCI_2HumanCervixCC7.76e-35-1.23e+000.5249
4736RPL10ACCI_3HumanCervixCC1.38e-56-1.65e+000.516
4736RPL10ACCII_1HumanCervixCC9.65e-80-1.80e+000.3249
4736RPL10ATumorHumanCervixCC2.94e-36-3.81e-010.1241
4736RPL10Asample1HumanCervixCC3.16e-03-2.24e-010.0959
4736RPL10Asample3HumanCervixCC1.39e-63-4.69e-010.1387
4736RPL10AH2HumanCervixHSIL_HPV8.10e-28-4.40e-010.0632
4736RPL10AL1HumanCervixCC2.44e-02-2.33e-010.0802
4736RPL10AT1HumanCervixCC5.01e-25-3.89e-010.0918
4736RPL10AT3HumanCervixCC5.01e-70-4.93e-010.1389
4736RPL10AHTA11_3410_2000001011HumanColorectumAD2.44e-1192.79e+000.0155
4736RPL10AHTA11_2487_2000001011HumanColorectumSER1.06e-482.88e+00-0.1808
4736RPL10AHTA11_2951_2000001011HumanColorectumAD2.01e-373.20e+000.0216
4736RPL10AHTA11_1938_2000001011HumanColorectumAD1.19e-643.06e+00-0.0811
4736RPL10AHTA11_78_2000001011HumanColorectumAD1.93e-552.18e+00-0.1088
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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
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:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:004227310CervixCCribosomal large subunit biogenesis26/231172/187231.87e-078.48e-0626
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:00973059CervixCCresponse to alcohol46/2311253/187234.40e-032.69e-0246
GO:00160727CervixCCrRNA metabolic process42/2311236/187239.12e-034.60e-0242
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:002261315CervixHSIL_HPVribonucleoprotein complex biogenesis52/737463/187239.85e-126.81e-0952
GO:004225415CervixHSIL_HPVribosome biogenesis40/737299/187231.25e-116.81e-0940
GO:004227315CervixHSIL_HPVribosomal large subunit biogenesis17/73772/187231.94e-093.23e-0717
GO:00063647CervixHSIL_HPVrRNA processing27/737225/187232.67e-071.55e-0527
GO:001607215CervixHSIL_HPVrRNA metabolic process27/737236/187236.96e-073.57e-0527
GO:00344706CervixHSIL_HPVncRNA processing27/737395/187234.01e-033.45e-0227
GO:000218125CervixN_HPVcytoplasmic translation42/534148/187232.61e-301.19e-2642
GO:002261325CervixN_HPVribonucleoprotein complex biogenesis30/534463/187232.78e-057.49e-0430
GO:009730515CervixN_HPVresponse to alcohol20/534253/187234.14e-059.81e-0420
GO:004225424CervixN_HPVribosome biogenesis21/534299/187231.46e-042.68e-0321
GO:000636415CervixN_HPVrRNA processing14/534225/187235.35e-033.84e-0214
GO:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517120CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa0301020CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa05171110CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa03010110CervixCCRibosome85/1267167/84653.17e-285.14e-263.04e-2685
hsa0301025CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517125CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0301035CervixHSIL_HPVRibosome80/459167/84659.61e-582.82e-552.28e-5580
hsa0517135CervixHSIL_HPVCoronavirus disease - COVID-1991/459232/84652.14e-563.13e-542.53e-5491
hsa0517145CervixN_HPVCoronavirus disease - COVID-1947/349232/84651.79e-204.86e-183.80e-1847
hsa0301045CervixN_HPVRibosome39/349167/84652.05e-192.79e-172.18e-1739
hsa0517155CervixN_HPVCoronavirus disease - COVID-1947/349232/84651.79e-204.86e-183.80e-1847
hsa0301055CervixN_HPVRibosome39/349167/84652.05e-192.79e-172.18e-1739
hsa03010ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa05171ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa030101ColorectumADRibosome96/2092167/84658.28e-205.54e-183.54e-1896
hsa051711ColorectumADCoronavirus disease - COVID-19113/2092232/84659.90e-162.55e-141.63e-14113
hsa030102ColorectumSERRibosome92/1580167/84652.21e-263.66e-242.66e-2492
hsa051712ColorectumSERCoronavirus disease - COVID-1998/1580232/84653.33e-178.50e-166.17e-1698
hsa030103ColorectumSERRibosome92/1580167/84652.21e-263.66e-242.66e-2492
hsa051713ColorectumSERCoronavirus disease - COVID-1998/1580232/84653.33e-178.50e-166.17e-1698
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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
RPL10ASNVMissense_Mutationc.193N>Cp.Val65Leup.V65LP62906protein_codingtolerated(0.1)benign(0.013)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RPL10ASNVMissense_Mutationc.519N>Tp.Lys173Asnp.K173NP62906protein_codingtolerated(0.27)benign(0.007)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
RPL10ASNVMissense_Mutationc.497N>Tp.Ala166Valp.A166VP62906protein_codingdeleterious(0.04)possibly_damaging(0.71)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RPL10AdeletionFrame_Shift_Delc.404delCp.Pro135LeufsTer17p.P135Lfs*17P62906protein_codingTCGA-AA-3692-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicPD
RPL10ASNVMissense_Mutationnovelc.284A>Cp.Lys95Thrp.K95TP62906protein_codingdeleterious(0.02)probably_damaging(0.977)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
RPL10ASNVMissense_Mutationnovelc.491N>Ap.Cys164Tyrp.C164YP62906protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BG-A2L7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
RPL10ASNVMissense_Mutationc.404N>Tp.Pro135Leup.P135LP62906protein_codingdeleterious(0.03)possibly_damaging(0.738)TCGA-BS-A0UJ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPL10ASNVMissense_Mutationnovelc.644N>Ap.Arg215Hisp.R215HP62906protein_codingtolerated(0.09)benign(0.017)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RPL10ASNVMissense_Mutationc.292A>Cp.Lys98Glnp.K98QP62906protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BC-A112-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownSD
RPL10ASNVMissense_Mutationnovelc.19N>Gp.Arg7Glyp.R7GP62906protein_codingtolerated(0.4)benign(0.015)TCGA-DD-A1EE-01Liverliver hepatocellular carcinomaMale>=65III/IVUnknownUnknownPD
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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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