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: IPPK

Gene summary for IPPK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IPPK

Gene ID

64768

Gene nameinositol-pentakisphosphate 2-kinase
Gene AliasC9orf12
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9H8X2


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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
64768IPPKCCI_1HumanCervixCC8.18e-064.98e-010.528
64768IPPKCCI_2HumanCervixCC7.87e-096.87e-010.5249
64768IPPKCCI_3HumanCervixCC5.76e-095.31e-010.516
64768IPPKLZE4THumanEsophagusESCC2.12e-064.28e-020.0811
64768IPPKLZE7THumanEsophagusESCC3.46e-035.74e-020.0667
64768IPPKLZE24THumanEsophagusESCC5.54e-119.95e-020.0596
64768IPPKLZE21THumanEsophagusESCC2.28e-022.46e-010.0655
64768IPPKP2T-EHumanEsophagusESCC1.96e-191.45e-010.1177
64768IPPKP4T-EHumanEsophagusESCC1.11e-113.70e-020.1323
64768IPPKP5T-EHumanEsophagusESCC3.26e-115.24e-020.1327
64768IPPKP8T-EHumanEsophagusESCC1.10e-04-3.87e-020.0889
64768IPPKP9T-EHumanEsophagusESCC1.50e-131.58e-010.1131
64768IPPKP10T-EHumanEsophagusESCC2.03e-06-1.43e-020.116
64768IPPKP11T-EHumanEsophagusESCC1.10e-023.34e-010.1426
64768IPPKP12T-EHumanEsophagusESCC2.23e-112.16e-010.1122
64768IPPKP16T-EHumanEsophagusESCC4.73e-07-3.59e-020.1153
64768IPPKP20T-EHumanEsophagusESCC1.78e-123.08e-010.1124
64768IPPKP21T-EHumanEsophagusESCC7.57e-133.66e-010.1617
64768IPPKP22T-EHumanEsophagusESCC1.89e-092.93e-020.1236
64768IPPKP23T-EHumanEsophagusESCC1.70e-05-1.61e-020.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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
∗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:00987812EsophagusESCCncRNA transcription45/855256/187231.05e-071.72e-0645
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00093032EsophagusESCCrRNA transcription28/855234/187231.21e-051.12e-0428
GO:00063564EsophagusESCCregulation of transcription by RNA polymerase I27/855234/187236.01e-054.62e-0427
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00459432EsophagusESCCpositive regulation of transcription by RNA polymerase I19/855223/187233.12e-041.85e-0319
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00427902EsophagusESCCnucleolar large rRNA transcription by RNA polymerase I15/855218/187231.20e-035.88e-0315
GO:19018381EsophagusESCCpositive regulation of transcription of nucleolar large rRNA by RNA polymerase I9/855210/187235.09e-031.92e-029
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:19018361EsophagusESCCregulation of transcription of nucleolar large rRNA by RNA polymerase I12/855215/187237.31e-032.63e-0212
GO:00060667Oral cavityOSCCalcohol metabolic process179/7305353/187234.54e-065.21e-05179
GO:00987811Oral cavityOSCCncRNA transcription38/730556/187231.15e-051.18e-0438
GO:00063563Oral cavityOSCCregulation of transcription by RNA polymerase I25/730534/187234.63e-053.90e-0425
GO:00063601Oral cavityOSCCtranscription by RNA polymerase I36/730555/187236.42e-055.22e-0436
GO:00461652Oral cavityOSCCalcohol biosynthetic process77/7305140/187238.77e-056.70e-0477
GO:00459431Oral cavityOSCCpositive regulation of transcription by RNA polymerase I18/730523/187231.47e-041.04e-0318
GO:00093031Oral cavityOSCCrRNA transcription24/730534/187231.89e-041.28e-0324
GO:00427901Oral cavityOSCCnucleolar large rRNA transcription by RNA polymerase I14/730518/187239.51e-044.96e-0314
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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
IPPKSNVMissense_Mutationrs200546991c.1005C>Gp.Ile335Metp.I335MQ9H8X2protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
IPPKSNVMissense_Mutationnovelc.784G>Ap.Val262Metp.V262MQ9H8X2protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
IPPKSNVMissense_Mutationnovelc.1135N>Ap.Glu379Lysp.E379KQ9H8X2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-Z7-A8R6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
IPPKdeletionFrame_Shift_Delnovelc.1028delAp.Asn343ThrfsTer19p.N343Tfs*19Q9H8X2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
IPPKdeletionFrame_Shift_Delnovelc.21delCp.Asp7GlufsTer29p.D7Efs*29Q9H8X2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
IPPKSNVMissense_Mutationnovelc.1031N>Ap.Arg344Glnp.R344QQ9H8X2protein_codingtolerated(0.08)possibly_damaging(0.542)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IPPKSNVMissense_Mutationnovelc.384N>Tp.Glu128Aspp.E128DQ9H8X2protein_codingtolerated(0.16)benign(0.034)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IPPKSNVMissense_Mutationrs150868938c.800N>Ap.Arg267Glnp.R267QQ9H8X2protein_codingtolerated(0.58)benign(0.119)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IPPKSNVMissense_Mutationc.139N>Ap.Glu47Lysp.E47KQ9H8X2protein_codingtolerated(0.25)possibly_damaging(0.621)TCGA-R2-A69V-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IPPKSNVMissense_Mutationc.97C>Tp.Arg33Trpp.R33WQ9H8X2protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2686-01Colorectumcolon 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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