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: RPS16

Gene summary for RPS16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPS16

Gene ID

6217

Gene nameribosomal protein S16
Gene AliasS16
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

P62249


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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
6217RPS16AEH-subject5HumanEndometriumAEH3.98e-36-5.94e-01-0.2953
6217RPS16EEC-subject1HumanEndometriumEEC6.45e-37-5.08e-01-0.2682
6217RPS16EEC-subject2HumanEndometriumEEC4.40e-21-3.63e-01-0.2607
6217RPS16EEC-subject3HumanEndometriumEEC5.03e-10-3.25e-01-0.2525
6217RPS16EEC-subject4HumanEndometriumEEC8.08e-46-5.75e-01-0.2571
6217RPS16EEC-subject5HumanEndometriumEEC8.10e-46-5.69e-01-0.249
6217RPS16GSM5276935HumanEndometriumEEC5.92e-14-1.72e-01-0.123
6217RPS16GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.77e-03-1.87e-01-0.1875
6217RPS16GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.96e-03-1.76e-01-0.1883
6217RPS16GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.43e-04-1.60e-01-0.1934
6217RPS16GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.04e-07-2.42e-01-0.1917
6217RPS16GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.22e-09-3.09e-01-0.1916
6217RPS16GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.95e-29-3.46e-01-0.1269
6217RPS16LZE11DHumanEsophagusHGIN5.95e-10-5.80e-01-0.005
6217RPS16LZE2DHumanEsophagusHGIN2.06e-192.05e+000.0642
6217RPS16LZE2THumanEsophagusESCC2.31e-232.11e+000.082
6217RPS16LZE3DHumanEsophagusHGIN2.95e-192.17e+000.0668
6217RPS16LZE4THumanEsophagusESCC8.32e-462.14e+000.0811
6217RPS16LZE5THumanEsophagusESCC1.23e-182.51e+000.0514
6217RPS16LZE7THumanEsophagusESCC4.14e-262.99e+000.0667
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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
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: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:00487329BreastPrecancergland development49/1080436/187236.11e-061.73e-0449
GO:00974216BreastPrecancerliver regeneration10/108035/187231.91e-054.52e-0410
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:00311004BreastPrecanceranimal organ regeneration14/108076/187239.92e-051.83e-0314
GO:00018898BreastPrecancerliver development21/1080147/187231.08e-041.96e-0321
GO:00610088BreastPrecancerhepaticobiliary system development21/1080150/187231.45e-042.49e-0321
GO:00310995BreastPrecancerregeneration25/1080198/187231.91e-043.06e-0325
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:19908303BreastPrecancercellular response to leukemia inhibitory factor13/108094/187232.83e-032.49e-0213
GO:19908233BreastPrecancerresponse to leukemia inhibitory factor13/108095/187233.11e-032.64e-0213
GO:00304902BreastPrecancermaturation of SSU-rRNA8/108050/187237.39e-034.90e-028
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:004225414BreastIDCribosome biogenesis52/1434299/187231.90e-081.32e-0652
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301018BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517118BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301019BreastPrecancerRibosome80/684167/84657.33e-442.32e-411.77e-4180
hsa0517119BreastPrecancerCoronavirus disease - COVID-1981/684232/84653.74e-322.36e-301.81e-3081
hsa0301024BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517124BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301034BreastIDCRibosome83/867167/84656.07e-399.87e-377.38e-3783
hsa0517134BreastIDCCoronavirus disease - COVID-1986/867232/84651.50e-289.72e-277.27e-2786
hsa0301044BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0301054BreastDCISRibosome82/846167/84658.69e-391.40e-361.03e-3682
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
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
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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
RPS16SNVMissense_Mutationc.139C>Gp.Leu47Valp.L47VP62249protein_codingdeleterious(0.02)probably_damaging(0.926)TCGA-E2-A15L-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RPS16SNVMissense_Mutationnovelc.176N>Ap.Gly59Aspp.G59DP62249protein_codingdeleterious(0.03)possibly_damaging(0.686)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS16SNVMissense_Mutationnovelc.254G>Ap.Arg85Hisp.R85HP62249protein_codingdeleterious(0.02)possibly_damaging(0.907)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS16SNVMissense_Mutationc.163G>Ap.Val55Ilep.V55IP62249protein_codingtolerated(0.73)benign(0.029)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS16SNVMissense_Mutationnovelc.206N>Ap.Arg69Hisp.R69HP62249protein_codingtolerated(0.05)benign(0.106)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPS16SNVMissense_Mutationnovelc.253N>Tp.Arg85Cysp.R85CP62249protein_codingdeleterious(0.04)possibly_damaging(0.797)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS16SNVMissense_Mutationnovelc.49N>Gp.Lys17Glup.K17EP62249protein_codingdeleterious(0)probably_damaging(0.989)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RPS16SNVMissense_Mutationc.346G>Tp.Asp116Tyrp.D116YP62249protein_codingdeleterious(0)probably_damaging(0.996)TCGA-53-7624-01Lunglung adenocarcinomaFemale<65III/IVChemotherapycisplatinPD
RPS16SNVMissense_Mutationnovelc.205N>Tp.Arg69Cysp.R69CP62249protein_codingdeleterious(0.04)benign(0.294)TCGA-77-A5GA-01Lunglung squamous cell carcinomaMale>=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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