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: RPS17

Gene summary for RPS17

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS17

Gene ID

6218

Gene nameribosomal protein S17
Gene AliasDBA4
Cytomap15q25.2
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

P08708


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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
6218RPS17GSM4909281HumanBreastIDC9.61e-46-4.17e-010.21
6218RPS17GSM4909282HumanBreastIDC1.02e-37-3.38e-01-0.0288
6218RPS17GSM4909285HumanBreastIDC1.65e-73-6.60e-010.21
6218RPS17GSM4909286HumanBreastIDC1.22e-133.13e-010.1081
6218RPS17GSM4909287HumanBreastIDC9.88e-57-9.97e-010.2057
6218RPS17GSM4909288HumanBreastIDC5.04e-29-1.46e+000.0988
6218RPS17GSM4909291HumanBreastIDC3.09e-021.99e-010.1753
6218RPS17GSM4909293HumanBreastIDC4.46e-91-9.75e-010.1581
6218RPS17GSM4909294HumanBreastIDC9.37e-85-1.42e+000.2022
6218RPS17GSM4909295HumanBreastIDC3.22e-04-3.01e-010.0898
6218RPS17GSM4909298HumanBreastIDC2.23e-032.97e-020.1551
6218RPS17GSM4909299HumanBreastIDC1.63e-23-1.64e-010.035
6218RPS17GSM4909301HumanBreastIDC4.39e-43-5.88e-010.1577
6218RPS17GSM4909302HumanBreastIDC2.55e-11-3.25e-010.1545
6218RPS17GSM4909303HumanBreastIDC1.31e-13-6.74e-010.0438
6218RPS17GSM4909304HumanBreastIDC5.96e-72-8.71e-010.1636
6218RPS17GSM4909305HumanBreastIDC3.86e-061.09e-020.0436
6218RPS17GSM4909306HumanBreastIDC5.14e-33-2.72e-010.1564
6218RPS17GSM4909307HumanBreastIDC1.84e-23-2.37e-010.1569
6218RPS17GSM4909308HumanBreastIDC2.08e-33-2.79e-010.158
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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:00021819BreastPrecancercytoplasmic translation80/1080148/187231.59e-598.54e-5680
GO:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00064138BreastPrecancertranslational initiation30/1080118/187233.23e-125.58e-1030
GO:00422749BreastPrecancerribosomal small subunit biogenesis21/108073/187234.84e-104.39e-0821
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:00022629BreastPrecancermyeloid cell homeostasis27/1080157/187233.10e-071.49e-0527
GO:00341019BreastPrecancererythrocyte homeostasis23/1080129/187231.20e-064.60e-0523
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00488729BreastPrecancerhomeostasis of number of cells32/1080272/187231.03e-041.89e-0332
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:000641313BreastIDCtranslational initiation31/1434118/187237.29e-107.52e-0831
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
GO:004227414BreastIDCribosomal small subunit biogenesis21/143473/187237.23e-084.42e-0621
GO:003410114BreastIDCerythrocyte homeostasis27/1434129/187231.34e-065.75e-0527
GO:000226214BreastIDCmyeloid cell homeostasis30/1434157/187232.64e-061.01e-0430
GO:000636414BreastIDCrRNA processing35/1434225/187234.59e-051.03e-0335
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
hsa030106ColorectumMSI-HRibosome87/797167/84655.55e-461.80e-431.51e-4387
hsa051716ColorectumMSI-HCoronavirus disease - COVID-1991/797232/84652.21e-353.58e-333.00e-3391
hsa030107ColorectumMSI-HRibosome87/797167/84655.55e-461.80e-431.51e-4387
hsa051717ColorectumMSI-HCoronavirus disease - COVID-1991/797232/84652.21e-353.58e-333.00e-3391
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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
RPS17insertionFrame_Shift_Insnovelc.58_59insCCAACCTTCAGGTCACTCAGCCTACAGTTGGGATGAATTTCAAAACp.Tyr20SerfsTer83p.Y20Sfs*83P08708protein_codingTCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RPS17insertionFrame_Shift_Insnovelc.67_68insCAp.Arg23ProfsTer29p.R23Pfs*29P08708protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RPS17SNVMissense_Mutationnovelc.116N>Tp.Ala39Valp.A39VP08708protein_codingdeleterious(0.01)benign(0.077)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RPS17SNVMissense_Mutationnovelc.394N>Tp.Arg132Trpp.R132WP08708protein_codingtolerated(0.08)benign(0.006)TCGA-CA-6716-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyoxaliplatinCR
RPS17SNVMissense_Mutationnovelc.395N>Ap.Arg132Glnp.R132QP08708protein_codingtolerated(0.21)benign(0.006)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS17SNVMissense_Mutationnovelc.315N>Ap.Met105Ilep.M105IP08708protein_codingdeleterious(0.03)benign(0.053)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS17SNVMissense_Mutationnovelc.389C>Tp.Thr130Metp.T130MP08708protein_codingtolerated(0.3)benign(0.041)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS17SNVMissense_Mutationnovelc.174N>Ap.Met58Ilep.M58IP08708protein_codingdeleterious(0.04)benign(0.077)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS17SNVMissense_Mutationnovelc.136N>Tp.Leu46Phep.L46FP08708protein_codingdeleterious(0.02)benign(0.082)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS17SNVMissense_Mutationnovelc.227A>Cp.Glu76Alap.E76AP08708protein_codingdeleterious(0.01)benign(0.281)TCGA-33-4589-01Lunglung squamous cell 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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