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: RPL30

Gene summary for RPL30

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL30

Gene ID

6156

Gene nameribosomal protein L30
Gene AliasL30
Cytomap8q22.2
Gene Typeprotein-coding
GO ID

GO:0001906

UniProtAcc

A0A024R9D3


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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
6156RPL30CA_HPV_1HumanCervixCC1.93e-05-1.89e-010.0264
6156RPL30CA_HPV_2HumanCervixCC1.90e-27-3.10e-010.0391
6156RPL30CCI_1HumanCervixCC5.07e-70-2.06e+000.528
6156RPL30CCI_2HumanCervixCC5.91e-62-1.78e+000.5249
6156RPL30CCI_3HumanCervixCC2.68e-84-1.96e+000.516
6156RPL30CCII_1HumanCervixCC2.21e-96-2.16e+000.3249
6156RPL30TumorHumanCervixCC2.32e-69-4.15e-010.1241
6156RPL30sample1HumanCervixCC4.09e-18-3.07e-010.0959
6156RPL30sample3HumanCervixCC8.00e-95-4.94e-010.1387
6156RPL30H2HumanCervixHSIL_HPV3.03e-68-5.31e-010.0632
6156RPL30L1HumanCervixCC1.34e-07-2.66e-010.0802
6156RPL30T1HumanCervixCC4.08e-57-5.51e-010.0918
6156RPL30T2HumanCervixCC2.57e-02-1.75e-010.0709
6156RPL30T3HumanCervixCC3.30e-104-5.15e-010.1389
6156RPL30HTA11_2487_2000001011HumanColorectumSER1.50e-064.97e-01-0.1808
6156RPL30HTA11_347_2000001011HumanColorectumAD8.61e-064.35e-01-0.1954
6156RPL30HTA11_696_2000001011HumanColorectumAD4.87e-053.22e-01-0.1464
6156RPL30HTA11_866_2000001011HumanColorectumAD1.26e-032.91e-01-0.1001
6156RPL30HTA11_1391_2000001011HumanColorectumAD3.86e-085.70e-01-0.059
6156RPL30HTA11_546_2000001011HumanColorectumAD7.89e-046.07e-01-0.0842
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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:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:00021817LiverNAFLDcytoplasmic translation93/1882148/187231.44e-558.41e-5293
GO:000218112LiverCirrhoticcytoplasmic translation120/4634148/187232.95e-471.85e-43120
GO:000218122LiverHCCcytoplasmic translation132/7958148/187239.09e-335.76e-30132
GO:000218132LiverCystcytoplasmic translation70/496148/187239.01e-713.85e-6770
GO:00197306LiverCystantimicrobial humoral response11/496122/187234.02e-041.24e-0211
GO:00019066LiverCystcell killing13/496188/187231.55e-033.61e-0213
GO:00021818LungIACcytoplasmic translation85/2061148/187233.11e-431.85e-3985
GO:000218113LungAIScytoplasmic translation85/1849148/187235.48e-473.19e-4385
GO:000218123LungAAHcytoplasmic translation64/613148/187231.74e-557.99e-5264
GO:000218133LungMIACcytoplasmic translation73/967148/187234.84e-542.48e-5073
GO:000218120Oral cavityOSCCcytoplasmic translation133/7305148/187231.94e-382.46e-35133
GO:0002181110Oral cavityLPcytoplasmic translation124/4623148/187235.09e-523.19e-48124
GO:000218126Oral cavityEOLPcytoplasmic translation102/2218148/187237.91e-604.74e-56102
GO:000218134Oral cavityNEOLPcytoplasmic translation102/2005148/187233.70e-642.20e-60102
GO:000218118ProstateBPHcytoplasmic translation115/3107148/187231.08e-606.68e-57115
GO:000218119ProstateTumorcytoplasmic translation115/3246148/187231.36e-588.43e-55115
GO:000218128SkinAKcytoplasmic translation101/1910148/187235.98e-653.54e-61101
GO:0002181112SkinSCCIScytoplasmic translation58/919148/187232.30e-371.22e-3358
GO:000218129SkincSCCcytoplasmic translation127/4864148/187234.83e-537.57e-50127
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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
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
hsa030104ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa051714ColorectumMSSCoronavirus disease - COVID-19108/1875232/84656.50e-171.67e-151.03e-15108
hsa030105ColorectumMSSRibosome96/1875167/84651.82e-232.03e-211.24e-2196
hsa051715ColorectumMSSCoronavirus disease - COVID-19108/1875232/84656.50e-171.67e-151.03e-15108
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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
RPL30insertionIn_Frame_Insnovelc.38_39insCTGCTTTTTTGGTTCTTTTAGCTTTGAGGTp.Ser13_Ile14insCysPhePheGlySerPheSerPheGluValp.S13_I14insCFFGSFSFEVP62888protein_codingTCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPL30insertionNonsense_Mutationnovelc.243_244insTAAAGAGTTACACATCCTGGGCCGGGCGTGGTGGCTp.Leu81_Gly82insTerp.L81_G82ins*P62888protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RPL30insertionNonsense_Mutationnovelc.110_111insAGAATCACCTAGTTTAGCCCGCTAAATCAGTTCTGAGTCAp.Met37IlefsTer9p.M37Ifs*9P62888protein_codingTCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RPL30insertionFrame_Shift_Insnovelc.110_111insTTTGTGTCCTGCTTTTTTGGTTCTTTTAGCTTTGAp.Met37IlefsTer31p.M37Ifs*31P62888protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RPL30SNVMissense_Mutationnovelc.45N>Ap.Asn15Lysp.N15KP62888protein_codingdeleterious(0.03)probably_damaging(0.929)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RPL30SNVMissense_Mutationnovelc.130A>Gp.Lys44Glup.K44EP62888protein_codingdeleterious(0.02)possibly_damaging(0.558)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPL30SNVMissense_Mutationnovelc.302N>Gp.Asp101Glyp.D101GP62888protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
RPL30SNVMissense_Mutationnovelc.17N>Cp.Lys6Thrp.K6TP62888protein_codingdeleterious(0.01)benign(0.367)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPL30SNVMissense_Mutationc.10G>Cp.Ala4Prop.A4PP62888protein_codingtolerated(0.08)benign(0.011)TCGA-55-A490-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
RPL30deletionNonsense_Mutationnovelc.267_268delNNp.Tyr89Terp.Y89*P62888protein_codingTCGA-44-3396-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapyalimtaSD
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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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