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: PARVB

Gene summary for PARVB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PARVB

Gene ID

29780

Gene nameparvin beta
Gene AliasCGI-56
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9HBI1


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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
29780PARVBP21T-EHumanEsophagusESCC1.16e-346.70e-010.1617
29780PARVBP22T-EHumanEsophagusESCC1.42e-518.53e-010.1236
29780PARVBP23T-EHumanEsophagusESCC2.65e-021.61e-010.108
29780PARVBP24T-EHumanEsophagusESCC2.68e-204.72e-010.1287
29780PARVBP26T-EHumanEsophagusESCC1.47e-335.92e-010.1276
29780PARVBP28T-EHumanEsophagusESCC1.05e-386.76e-010.1149
29780PARVBP30T-EHumanEsophagusESCC5.66e-134.99e-010.137
29780PARVBP32T-EHumanEsophagusESCC2.87e-417.84e-010.1666
29780PARVBP36T-EHumanEsophagusESCC4.55e-103.73e-010.1187
29780PARVBP37T-EHumanEsophagusESCC6.65e-316.98e-010.1371
29780PARVBP38T-EHumanEsophagusESCC3.97e-042.17e-010.127
29780PARVBP40T-EHumanEsophagusESCC5.29e-144.49e-010.109
29780PARVBP42T-EHumanEsophagusESCC1.08e-082.25e-010.1175
29780PARVBP44T-EHumanEsophagusESCC4.40e-081.98e-010.1096
29780PARVBP47T-EHumanEsophagusESCC2.59e-153.07e-010.1067
29780PARVBP49T-EHumanEsophagusESCC2.72e-201.49e+000.1768
29780PARVBP52T-EHumanEsophagusESCC5.57e-406.51e-010.1555
29780PARVBP56T-EHumanEsophagusESCC1.94e-045.86e-010.1613
29780PARVBP62T-EHumanEsophagusESCC1.78e-102.62e-010.1302
29780PARVBP74T-EHumanEsophagusESCC9.40e-309.08e-010.1479
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0031532ColorectumADactin cytoskeleton reorganization41/3918107/187232.81e-055.28e-0441
GO:0097581ColorectumADlamellipodium organization35/391890/187237.39e-051.18e-0335
GO:0034446ColorectumADsubstrate adhesion-dependent cell spreading40/3918108/187238.52e-051.32e-0340
GO:0030032ColorectumADlamellipodium assembly26/391872/187232.12e-031.68e-0226
GO:00226042ColorectumMSSregulation of cell morphogenesis103/3467309/187232.70e-102.56e-08103
GO:00071632ColorectumMSSestablishment or maintenance of cell polarity72/3467218/187231.90e-078.30e-0672
GO:00315322ColorectumMSSactin cytoskeleton reorganization41/3467107/187231.21e-064.06e-0541
GO:00315892ColorectumMSScell-substrate adhesion104/3467363/187231.35e-064.51e-05104
GO:00083602ColorectumMSSregulation of cell shape52/3467154/187234.40e-061.24e-0452
GO:00344462ColorectumMSSsubstrate adhesion-dependent cell spreading39/3467108/187231.15e-052.71e-0439
GO:00975812ColorectumMSSlamellipodium organization33/346790/187233.70e-057.09e-0433
GO:00300321ColorectumMSSlamellipodium assembly24/346772/187231.91e-031.66e-0224
GO:00226043ColorectumMSI-Hregulation of cell morphogenesis45/1319309/187232.70e-061.54e-0445
GO:00344463ColorectumMSI-Hsubstrate adhesion-dependent cell spreading19/1319108/187231.80e-044.93e-0319
GO:00975813ColorectumMSI-Hlamellipodium organization15/131990/187231.48e-032.23e-0215
GO:00226045ColorectumCRCregulation of cell morphogenesis74/2078309/187239.25e-115.04e-0874
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa045104ColorectumCRCFocal adhesion51/1091203/84651.29e-065.41e-053.66e-0551
hsa045105ColorectumCRCFocal adhesion51/1091203/84651.29e-065.41e-053.66e-0551
hsa0451020EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa04510111EsophagusESCCFocal adhesion127/4205203/84651.25e-044.99e-042.56e-04127
hsa0451041LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0451051LiverHCCFocal adhesion125/4020203/84653.12e-051.88e-041.04e-04125
hsa0451019Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa04510110Oral cavityOSCCFocal adhesion128/3704203/84651.71e-081.63e-078.31e-08128
hsa0451026Oral cavityEOLPFocal adhesion60/1218203/84651.42e-081.83e-071.08e-0760
hsa0451036Oral cavityEOLPFocal adhesion60/1218203/84651.42e-081.83e-071.08e-0760
hsa0451043Oral cavityNEOLPFocal adhesion71/1112203/84657.25e-167.68e-144.83e-1471
hsa0451053Oral cavityNEOLPFocal adhesion71/1112203/84657.25e-167.68e-144.83e-1471
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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
PARVBSNVMissense_Mutationrs534947819c.317N>Ap.Arg106Hisp.R106HQ9HBI1protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PARVBSNVMissense_Mutationrs753352609c.1109G>Ap.Arg370Hisp.R370HQ9HBI1protein_codingdeleterious(0.01)benign(0.03)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PARVBSNVMissense_Mutationrs200997339c.692N>Ap.Arg231Hisp.R231HQ9HBI1protein_codingtolerated(0.08)benign(0.09)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PARVBSNVMissense_Mutationrs753954634c.451N>Ap.Gly151Serp.G151SQ9HBI1protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PARVBSNVMissense_Mutationc.934N>Ap.Glu312Lysp.E312KQ9HBI1protein_codingdeleterious(0.04)probably_damaging(0.939)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PARVBSNVMissense_Mutationnovelc.802N>Tp.Gly268Cysp.G268CQ9HBI1protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PARVBSNVMissense_Mutationrs750285011c.730C>Tp.Arg244Trpp.R244WQ9HBI1protein_codingdeleterious(0)probably_damaging(0.963)TCGA-AA-3664-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PARVBSNVMissense_Mutationc.994T>Gp.Phe332Valp.F332VQ9HBI1protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PARVBSNVMissense_Mutationrs749414411c.1063G>Ap.Ala355Thrp.A355TQ9HBI1protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PARVBSNVMissense_Mutationrs370343316c.316N>Tp.Arg106Cysp.R106CQ9HBI1protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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