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: IPO9

Gene summary for IPO9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IPO9

Gene ID

55705

Gene nameimportin 9
Gene AliasImp9
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0006606

UniProtAcc

Q96P70


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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
55705IPO9HSIL_HPV_2HumanCervixHSIL_HPV4.98e-041.61e-010.0208
55705IPO9CCI_1HumanCervixCC4.31e-151.11e+000.528
55705IPO9CCI_3HumanCervixCC1.91e-169.51e-010.516
55705IPO9LZE2THumanEsophagusESCC5.30e-047.95e-010.082
55705IPO9LZE4THumanEsophagusESCC2.13e-112.93e-010.0811
55705IPO9LZE5THumanEsophagusESCC1.03e-043.02e-010.0514
55705IPO9LZE7THumanEsophagusESCC1.22e-201.07e+000.0667
55705IPO9LZE8THumanEsophagusESCC2.36e-051.17e-010.067
55705IPO9LZE20THumanEsophagusESCC1.25e-035.84e-020.0662
55705IPO9LZE22THumanEsophagusESCC1.17e-052.19e-010.068
55705IPO9LZE24THumanEsophagusESCC2.47e-163.48e-010.0596
55705IPO9LZE6THumanEsophagusESCC2.22e-061.43e-010.0845
55705IPO9P1T-EHumanEsophagusESCC2.76e-041.98e-010.0875
55705IPO9P2T-EHumanEsophagusESCC6.68e-266.07e-010.1177
55705IPO9P4T-EHumanEsophagusESCC2.79e-174.73e-010.1323
55705IPO9P5T-EHumanEsophagusESCC5.29e-092.62e-010.1327
55705IPO9P8T-EHumanEsophagusESCC4.15e-183.87e-010.0889
55705IPO9P9T-EHumanEsophagusESCC3.90e-122.65e-010.1131
55705IPO9P10T-EHumanEsophagusESCC2.31e-448.96e-010.116
55705IPO9P11T-EHumanEsophagusESCC5.07e-103.67e-010.1426
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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
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:005116924SkincSCCnuclear transport162/4864301/187234.20e-251.10e-22162
GO:0034504110SkincSCCprotein localization to nucleus143/4864290/187238.98e-181.02e-15143
GO:0017038110SkincSCCprotein import100/4864206/187232.50e-121.36e-10100
GO:005117016SkincSCCimport into nucleus77/4864159/187239.17e-103.58e-0877
GO:000660615SkincSCCprotein import into nucleus73/4864155/187231.13e-083.48e-0773
GO:0072594112ThyroidPTCestablishment of protein localization to organelle244/5968422/187231.18e-284.97e-26244
GO:0006913112ThyroidPTCnucleocytoplasmic transport181/5968301/187232.93e-247.69e-22181
GO:0051169112ThyroidPTCnuclear transport181/5968301/187232.93e-247.69e-22181
GO:0034504111ThyroidPTCprotein localization to nucleus170/5968290/187233.34e-216.38e-19170
GO:0017038111ThyroidPTCprotein import109/5968206/187232.74e-108.96e-09109
GO:005117017ThyroidPTCimport into nucleus85/5968159/187231.30e-083.08e-0785
GO:000660616ThyroidPTCprotein import into nucleus82/5968155/187234.32e-089.27e-0782
GO:007259429ThyroidATCestablishment of protein localization to organelle247/6293422/187232.88e-261.40e-23247
GO:003450423ThyroidATCprotein localization to nucleus175/6293290/187236.23e-211.23e-18175
GO:000691326ThyroidATCnucleocytoplasmic transport180/6293301/187236.97e-211.30e-18180
GO:005116926ThyroidATCnuclear transport180/6293301/187236.97e-211.30e-18180
GO:001703822ThyroidATCprotein import110/6293206/187233.49e-098.09e-08110
GO:005117018ThyroidATCimport into nucleus86/6293159/187238.02e-081.40e-0686
GO:000660617ThyroidATCprotein import into nucleus83/6293155/187232.38e-073.70e-0683
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa030134Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
hsa030135Oral cavityEOLPNucleocytoplasmic transport34/1218108/84654.24e-062.91e-051.72e-0534
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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
IPO9SNVMissense_Mutationnovelc.664N>Gp.Ile222Valp.I222VQ96P70protein_codingtolerated(0.26)benign(0.215)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
IPO9SNVMissense_Mutationnovelc.1388A>Cp.Asp463Alap.D463AQ96P70protein_codingdeleterious(0.04)benign(0.003)TCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IPO9SNVMissense_Mutationnovelc.1858N>Tp.Pro620Serp.P620SQ96P70protein_codingdeleterious(0.01)possibly_damaging(0.558)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IPO9SNVMissense_Mutationnovelc.2529N>Cp.Trp843Cysp.W843CQ96P70protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IPO9SNVMissense_Mutationnovelc.949G>Cp.Glu317Glnp.E317QQ96P70protein_codingtolerated(0.15)benign(0.093)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
IPO9insertionNonsense_Mutationnovelc.186_187insTGTTTTTAGTAGAGACGGGGTTTTCACCATCTTGGCCAGGp.Leu63CysfsTer3p.L63Cfs*3Q96P70protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
IPO9deletionFrame_Shift_Delc.1233_1234delNNp.Asp412PhefsTer4p.D412Ffs*4Q96P70protein_codingTCGA-A8-A09V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IPO9insertionFrame_Shift_Insnovelc.149_150insTCACCGGATCTCAAAACATCCAGCCCAAACATCAAp.Glu51HisfsTer14p.E51Hfs*14Q96P70protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IPO9insertionNonsense_Mutationnovelc.2103_2104insATCTAGGGTATTCCCAATTTTTTTCTATTACAAAp.Leu702IlefsTer2p.L702Ifs*2Q96P70protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IPO9insertionFrame_Shift_Insnovelc.414_415insTCATTp.Asp139SerfsTer20p.D139Sfs*20Q96P70protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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
55705IPO9NAMKC-1ENMD-981693
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