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: RPL29

Gene summary for RPL29

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RPL29

Gene ID

6159

Gene nameribosomal protein L29
Gene AliasHIP
Cytomap3p21.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P47914


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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
6159RPL29GSM5353217_PA_PB1A_Pool_2_S107_L004HumanProstateTumor2.61e-24-1.56e+000.156
6159RPL29GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor1.23e-31-1.30e+000.1479
6159RPL29GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor2.24e-28-1.22e+000.1531
6159RPL29GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor1.77e-90-1.23e+000.1633
6159RPL29GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor6.95e-100-1.32e+000.1608
6159RPL29GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor4.08e-78-1.15e+000.1604
6159RPL29GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor4.57e-101-1.26e+000.1621
6159RPL29GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor2.60e-50-1.40e+000.1619
6159RPL29GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor6.37e-45-1.53e+000.159
6159RPL29GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor9.50e-84-1.62e+000.1602
6159RPL29GSM5353228_PA_PR5199-640K_Pool_1_3_S108_L004HumanProstateTumor3.79e-24-1.87e+000.1537
6159RPL29GSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor9.86e-32-2.11e+000.1439
6159RPL29GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor7.20e-58-1.70e+000.1608
6159RPL29GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor3.35e-41-1.37e+000.1622
6159RPL29GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor4.13e-112-1.63e+000.1575
6159RPL29GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor9.30e-94-1.51e+000.1545
6159RPL29GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor2.61e-84-1.53e+000.1569
6159RPL29GSM5353247_PA_PR5269_3_S27_L002HumanProstateTumor8.31e-17-1.58e+000.1532
6159RPL29GSM5353248_PA_PR5269_4_S28_L002HumanProstateTumor2.73e-28-1.80e+000.1541
6159RPL29P1_S1_AKHumanSkinAK1.10e-024.32e-02-0.3399
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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
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:00075653BreastPrecancerfemale pregnancy29/1080193/187232.07e-067.31e-0529
GO:00447063BreastPrecancermulti-multicellular organism process31/1080220/187233.73e-061.19e-0431
GO:00075663BreastPrecancerembryo implantation11/108053/187231.82e-042.95e-0311
GO:000218114BreastIDCcytoplasmic translation82/1434148/187232.60e-521.48e-4882
GO:000756511BreastIDCfemale pregnancy39/1434193/187231.81e-081.27e-0639
GO:00447061BreastIDCmulti-multicellular organism process41/1434220/187238.58e-085.19e-0641
GO:000756611BreastIDCembryo implantation14/143453/187233.14e-057.32e-0414
GO:000218124BreastDCIScytoplasmic translation82/1390148/187232.21e-531.25e-4982
GO:00075652BreastDCISfemale pregnancy37/1390193/187237.85e-084.47e-0637
GO:00447062BreastDCISmulti-multicellular organism process39/1390220/187233.05e-071.46e-0539
GO:00075662BreastDCISembryo implantation13/139053/187231.00e-041.82e-0313
GO:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:00075654CervixCCfemale pregnancy43/2311193/187237.62e-051.04e-0343
GO:00447064CervixCCmulti-multicellular organism process45/2311220/187234.14e-044.21e-0345
GO:00075664CervixCCembryo implantation15/231153/187231.43e-031.12e-0215
GO:000218115CervixHSIL_HPVcytoplasmic translation86/737148/187233.97e-821.91e-7886
GO:000756512CervixHSIL_HPVfemale pregnancy26/737193/187234.32e-083.41e-0626
GO:004470611CervixHSIL_HPVmulti-multicellular organism process27/737220/187231.69e-071.03e-0527
GO:000756612CervixHSIL_HPVembryo implantation10/73753/187233.53e-059.72e-0410
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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
RPL29SNVMissense_Mutationrs764458055c.208N>Ap.Glu70Lysp.E70KP47914protein_codingtolerated(0.08)benign(0.01)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPL29SNVMissense_Mutationrs375605221c.271C>Tp.Arg91Cysp.R91CP47914protein_codingtolerated(0.47)benign(0)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
RPL29SNVMissense_Mutationc.205N>Ap.Ala69Thrp.A69TP47914protein_codingtolerated(0.07)benign(0.062)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RPL29SNVMissense_Mutationc.53G>Ap.Arg18Lysp.R18KP47914protein_codingdeleterious(0.04)probably_damaging(0.944)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RPL29SNVMissense_Mutationnovelc.382N>Gp.Lys128Glup.K128EP47914protein_codingtolerated(0.15)benign(0)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
RPL29SNVMissense_Mutationnovelc.165N>Tp.Lys55Asnp.K55NP47914protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RPL29SNVMissense_Mutationnovelc.139N>Gp.Lys47Glup.K47EP47914protein_codingdeleterious(0.04)benign(0.221)TCGA-UB-A7MB-01Liverliver hepatocellular carcinomaMale<65I/IITargeted Molecular therapysorafenibPD
RPL29SNVMissense_Mutationnovelc.130N>Tp.Arg44Cysp.R44CP47914protein_codingtolerated(0.27)benign(0)TCGA-XK-AAIW-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
RPL29SNVMissense_Mutationrs772176036c.320G>Ap.Arg107Hisp.R107HP47914protein_codingtolerated(0.41)benign(0)TCGA-F1-A448-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
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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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