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: NHP2

Gene summary for NHP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NHP2

Gene ID

55651

Gene nameNHP2 ribonucleoprotein
Gene AliasDKCB2
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

J3QSY4


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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
55651NHP2P79T-EHumanEsophagusESCC4.55e-278.89e-010.1154
55651NHP2P80T-EHumanEsophagusESCC4.33e-522.68e+000.155
55651NHP2P82T-EHumanEsophagusESCC1.78e-191.45e+000.1072
55651NHP2P83T-EHumanEsophagusESCC8.96e-612.42e+000.1738
55651NHP2P84T-EHumanEsophagusESCC4.54e-091.10e+000.0933
55651NHP2P89T-EHumanEsophagusESCC5.38e-232.72e+000.1752
55651NHP2P91T-EHumanEsophagusESCC2.00e-253.06e+000.1828
55651NHP2P107T-EHumanEsophagusESCC2.08e-712.91e+000.171
55651NHP2P126T-EHumanEsophagusESCC4.05e-121.90e+000.1125
55651NHP2P127T-EHumanEsophagusESCC2.06e-212.81e-010.0826
55651NHP2P128T-EHumanEsophagusESCC3.00e-431.68e+000.1241
55651NHP2P130T-EHumanEsophagusESCC1.22e-932.55e+000.1676
55651NHP2S43HumanLiverCirrhotic1.91e-15-4.12e-01-0.0187
55651NHP2HCC1_MengHumanLiverHCC2.64e-694.41e-010.0246
55651NHP2HCC2_MengHumanLiverHCC2.47e-447.88e-030.0107
55651NHP2cirrhotic1HumanLiverCirrhotic6.10e-202.54e-010.0202
55651NHP2cirrhotic2HumanLiverCirrhotic2.59e-242.89e-010.0201
55651NHP2cirrhotic3HumanLiverCirrhotic4.63e-212.99e-010.0215
55651NHP2HCC1HumanLiverHCC6.41e-135.18e+000.5336
55651NHP2HCC2HumanLiverHCC1.08e-145.29e+000.5341
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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
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
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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00422549BreastPrecancerribosome biogenesis52/1080299/187237.35e-131.51e-1052
GO:00422739BreastPrecancerribosomal large subunit biogenesis22/108072/187235.03e-115.61e-0922
GO:00063646BreastPrecancerrRNA processing35/1080225/187237.90e-084.60e-0635
GO:00160726BreastPrecancerrRNA metabolic process36/1080236/187238.59e-084.84e-0636
GO:00108338BreastPrecancertelomere maintenance via telomere lengthening15/108081/187235.31e-051.11e-0315
GO:00007238BreastPrecancertelomere maintenance20/1080131/187236.10e-051.25e-0320
GO:00344705BreastPrecancerncRNA processing42/1080395/187239.91e-051.83e-0342
GO:19048743BreastPrecancerpositive regulation of telomerase RNA localization to Cajal body6/108015/187231.16e-042.08e-036
GO:00070047BreastPrecancertelomere maintenance via telomerase13/108069/187231.37e-042.38e-0313
GO:00062786BreastPrecancerRNA-dependent DNA biosynthetic process13/108075/187233.27e-044.64e-0313
GO:19048723BreastPrecancerregulation of telomerase RNA localization to Cajal body6/108018/187233.70e-045.04e-036
GO:00906703BreastPrecancerRNA localization to Cajal body6/108019/187235.14e-046.65e-036
GO:00906713BreastPrecancertelomerase RNA localization to Cajal body6/108019/187235.14e-046.65e-036
GO:00906723BreastPrecancertelomerase RNA localization6/108019/187235.14e-046.65e-036
GO:00906853BreastPrecancerRNA localization to nucleus6/108019/187235.14e-046.65e-036
GO:00322003BreastPrecancertelomere organization20/1080159/187238.45e-049.82e-0320
GO:00004703BreastPrecancermaturation of LSU-rRNA7/108028/187238.46e-049.82e-037
GO:00346604BreastPrecancerncRNA metabolic process45/1080485/187231.15e-031.26e-0245
GO:00064039BreastPrecancerRNA localization23/1080201/187231.34e-031.41e-0223
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
NHP2deletionFrame_Shift_Delnovelc.99delNp.Ile34SerfsTer22p.I34Sfs*22Q9NX24protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NHP2SNVMissense_Mutationc.235A>Gp.Met79Valp.M79VQ9NX24protein_codingtolerated(1)benign(0)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NHP2SNVMissense_Mutationc.418N>Ap.Asp140Asnp.D140NQ9NX24protein_codingtolerated(0.11)benign(0.007)TCGA-CI-6619-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
NHP2SNVMissense_Mutationc.242N>Cp.Leu81Serp.L81SQ9NX24protein_codingdeleterious(0)possibly_damaging(0.773)TCGA-B5-A11G-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NHP2SNVMissense_Mutationrs752392516c.364N>Tp.Arg122Cysp.R122CQ9NX24protein_codingdeleterious(0)probably_damaging(0.931)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
NHP2SNVMissense_Mutationnovelc.404N>Gp.Tyr135Cysp.Y135CQ9NX24protein_codingdeleterious(0)probably_damaging(1)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
NHP2SNVMissense_Mutationnovelc.43G>Tp.Ala15Serp.A15SQ9NX24protein_codingtolerated(0.51)benign(0.018)TCGA-FI-A2F4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NHP2SNVMissense_Mutationc.177G>Cp.Gln59Hisp.Q59HQ9NX24protein_codingtolerated(0.41)possibly_damaging(0.77)TCGA-55-6979-01Lunglung adenocarcinomaFemale<65I/IIChemotherapycarboplatinPD
NHP2SNVMissense_Mutationc.418N>Ap.Asp140Asnp.D140NQ9NX24protein_codingtolerated(0.11)benign(0.007)TCGA-L9-A8F4-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
NHP2SNVMissense_Mutationnovelc.259C>Gp.Pro87Alap.P87AQ9NX24protein_codingdeleterious(0)probably_damaging(0.994)TCGA-34-2609-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapygemcitabinePD
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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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