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: PTTG1IP

Gene summary for PTTG1IP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PTTG1IP

Gene ID

754

Gene namePTTG1 interacting protein
Gene AliasC21orf1
Cytomap21q22.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

B4DPZ0


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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
754PTTG1IPHTA11_3410_2000001011HumanColorectumAD6.70e-113.40e-010.0155
754PTTG1IPHTA11_2487_2000001011HumanColorectumSER7.71e-171.11e+00-0.1808
754PTTG1IPHTA11_1938_2000001011HumanColorectumAD2.07e-128.12e-01-0.0811
754PTTG1IPHTA11_78_2000001011HumanColorectumAD9.33e-075.33e-01-0.1088
754PTTG1IPHTA11_347_2000001011HumanColorectumAD2.47e-421.18e+00-0.1954
754PTTG1IPHTA11_411_2000001011HumanColorectumSER1.99e-102.12e+00-0.2602
754PTTG1IPHTA11_2112_2000001011HumanColorectumSER2.06e-071.24e+00-0.2196
754PTTG1IPHTA11_83_2000001011HumanColorectumSER3.75e-087.48e-01-0.1526
754PTTG1IPHTA11_696_2000001011HumanColorectumAD7.73e-216.78e-01-0.1464
754PTTG1IPHTA11_866_2000001011HumanColorectumAD1.92e-053.82e-01-0.1001
754PTTG1IPHTA11_1391_2000001011HumanColorectumAD1.02e-128.25e-01-0.059
754PTTG1IPHTA11_2992_2000001011HumanColorectumSER1.11e-058.04e-01-0.1706
754PTTG1IPHTA11_5212_2000001011HumanColorectumAD3.25e-171.55e+00-0.2061
754PTTG1IPHTA11_546_2000001011HumanColorectumAD1.20e-034.63e-01-0.0842
754PTTG1IPHTA11_7862_2000001011HumanColorectumAD2.15e-035.43e-01-0.0179
754PTTG1IPHTA11_866_3004761011HumanColorectumAD2.14e-063.92e-010.096
754PTTG1IPHTA11_4255_2000001011HumanColorectumSER2.95e-024.43e-010.0446
754PTTG1IPHTA11_7663_2000001011HumanColorectumSER8.29e-033.94e-010.0131
754PTTG1IPHTA11_7696_3000711011HumanColorectumAD2.52e-043.30e-010.0674
754PTTG1IPHTA11_7469_2000001011HumanColorectumAD1.21e-051.14e+00-0.0124
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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
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:003139618ProstateBPHregulation of protein ubiquitination74/3107210/187233.66e-112.39e-0974
GO:190336418ProstateBPHpositive regulation of cellular protein catabolic process57/3107155/187231.01e-094.59e-0857
GO:000691315ProstateBPHnucleocytoplasmic transport92/3107301/187231.09e-094.84e-0892
GO:005116915ProstateBPHnuclear transport92/3107301/187231.09e-094.84e-0892
GO:007233217ProstateBPHintrinsic apoptotic signaling pathway by p53 class mediator34/310776/187238.04e-092.77e-0734
GO:200124318ProstateBPHnegative regulation of intrinsic apoptotic signaling pathway40/310798/187231.03e-083.44e-0740
GO:190179618ProstateBPHregulation of signal transduction by p53 class mediator38/310793/187232.31e-086.99e-0738
GO:003033016ProstateBPHDNA damage response, signal transduction by p53 class mediator30/310772/187234.09e-078.44e-0630
GO:001703810ProstateBPHprotein import62/3107206/187239.72e-071.77e-0562
GO:19033226ProstateBPHpositive regulation of protein modification by small protein conjugation or removal46/3107138/187231.09e-061.97e-0546
GO:00313985ProstateBPHpositive regulation of protein ubiquitination39/3107119/187231.09e-051.50e-0439
GO:00511708ProstateBPHimport into nucleus48/3107159/187231.42e-051.85e-0448
GO:00066068ProstateBPHprotein import into nucleus46/3107155/187233.42e-053.82e-0446
GO:200102015ProstateBPHregulation of response to DNA damage stimulus60/3107219/187233.58e-053.92e-0460
GO:00427706ProstateBPHsignal transduction in response to DNA damage49/3107172/187236.21e-056.23e-0449
GO:190225310ProstateBPHregulation of intrinsic apoptotic signaling pathway by p53 class mediator14/310729/187237.48e-057.24e-0414
GO:00435166ProstateBPHregulation of DNA damage response, signal transduction by p53 class mediator15/310734/187231.50e-041.33e-0315
GO:00435182ProstateBPHnegative regulation of DNA damage response, signal transduction by p53 class mediator8/310715/187231.21e-037.41e-038
GO:19017973ProstateBPHnegative regulation of signal transduction by p53 class mediator11/310731/187238.57e-033.68e-0211
GO:20010212ProstateBPHnegative regulation of response to DNA damage stimulus22/310781/187231.10e-024.53e-0222
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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
PTTG1IPSNVMissense_Mutationnovelc.457N>Ap.Glu153Lysp.E153KP53801protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationc.124N>Gp.Gln42Glup.Q42EP53801protein_codingtolerated(1)benign(0.003)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationrs138357182c.308N>Tp.Ser103Leup.S103LP53801protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationrs758698293c.151N>Cp.Cys51Argp.C51RP53801protein_codingdeleterious(0)benign(0.332)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
PTTG1IPSNVMissense_Mutationrs374480622c.418N>Tp.Arg140Trpp.R140WP53801protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationc.259N>Tp.Arg87Cysp.R87CP53801protein_codingdeleterious(0)probably_damaging(0.917)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationrs778141805c.449G>Ap.Arg150Glnp.R150QP53801protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationnovelc.466A>Tp.Thr156Serp.T156SP53801protein_codingtolerated(0.43)benign(0.005)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationnovelc.130A>Gp.Thr44Alap.T44AP53801protein_codingdeleterious(0.01)benign(0.005)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PTTG1IPSNVMissense_Mutationc.177N>Cp.Trp59Cysp.W59CP53801protein_codingdeleterious(0)probably_damaging(0.999)TCGA-69-7979-01Lunglung adenocarcinomaFemale>=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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