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: IPO5

Gene summary for IPO5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IPO5

Gene ID

3843

Gene nameimportin 5
Gene AliasIMB3
Cytomap13q32.2
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

B3KWG6


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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
3843IPO5HTA11_99999965104_69814HumanColorectumMSS5.05e-127.46e-010.281
3843IPO5HTA11_99999971662_82457HumanColorectumMSS6.95e-145.96e-010.3859
3843IPO5A015-C-203HumanColorectumFAP5.52e-05-1.27e-01-0.1294
3843IPO5A002-C-205HumanColorectumFAP3.12e-03-6.77e-02-0.1236
3843IPO5A002-C-114HumanColorectumFAP1.25e-04-2.00e-01-0.1561
3843IPO5A015-C-104HumanColorectumFAP5.58e-06-1.28e-01-0.1899
3843IPO5A002-C-016HumanColorectumFAP1.23e-06-1.25e-010.0521
3843IPO5A002-C-116HumanColorectumFAP2.10e-05-5.46e-02-0.0452
3843IPO5A018-E-020HumanColorectumFAP6.41e-03-1.24e-01-0.2034
3843IPO5F034HumanColorectumFAP1.78e-02-4.45e-02-0.0665
3843IPO5CRC-1-8810HumanColorectumCRC8.86e-083.09e-010.6257
3843IPO5LZE2THumanEsophagusESCC8.35e-074.21e-010.082
3843IPO5LZE4THumanEsophagusESCC5.38e-117.69e-020.0811
3843IPO5LZE5THumanEsophagusESCC2.80e-022.34e-010.0514
3843IPO5LZE7THumanEsophagusESCC4.45e-074.93e-010.0667
3843IPO5LZE8THumanEsophagusESCC9.93e-075.48e-020.067
3843IPO5LZE20THumanEsophagusESCC1.85e-03-1.77e-030.0662
3843IPO5LZE24THumanEsophagusESCC2.16e-141.90e-010.0596
3843IPO5P1T-EHumanEsophagusESCC7.18e-031.84e-010.0875
3843IPO5P2T-EHumanEsophagusESCC2.20e-193.29e-010.1177
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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
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:19038292ColorectumMSSpositive regulation of cellular protein localization103/3467276/187231.12e-132.67e-11103
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:19049512ColorectumMSSpositive regulation of establishment of protein localization110/3467319/187236.30e-129.83e-10110
GO:00512222ColorectumMSSpositive regulation of protein transport104/3467303/187233.23e-114.11e-09104
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:19001802ColorectumMSSregulation of protein localization to nucleus54/3467136/187236.20e-093.95e-0754
GO:00903162ColorectumMSSpositive regulation of intracellular protein transport60/3467160/187231.18e-087.08e-0760
GO:00323882ColorectumMSSpositive regulation of intracellular transport70/3467202/187233.32e-081.82e-0670
GO:00345042ColorectumMSSprotein localization to nucleus92/3467290/187233.66e-081.98e-0692
GO:00331572ColorectumMSSregulation of intracellular protein transport76/3467229/187237.03e-083.56e-0676
GO:00323862ColorectumMSSregulation of intracellular transport102/3467337/187239.73e-084.71e-06102
GO:19001822ColorectumMSSpositive regulation of protein localization to nucleus37/346787/187231.88e-078.26e-0637
GO:00468222ColorectumMSSregulation of nucleocytoplasmic transport40/3467106/187232.55e-067.75e-0540
GO:00513482ColorectumMSSnegative regulation of transferase activity80/3467268/187234.06e-061.17e-0480
GO:00170382ColorectumMSSprotein import65/3467206/187234.28e-061.22e-0465
GO:00105632ColorectumMSSnegative regulation of phosphorus metabolic process118/3467442/187231.18e-052.77e-04118
GO:00511702ColorectumMSSimport into nucleus52/3467159/187231.23e-052.87e-0452
GO:00468242ColorectumMSSpositive regulation of nucleocytoplasmic transport26/346762/187231.63e-053.64e-0426
GO:00459362ColorectumMSSnegative regulation of phosphate metabolic process117/3467441/187231.74e-053.84e-04117
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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
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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
IPO5SNVMissense_Mutationrs9584741c.2731G>Ap.Glu911Lysp.E911KO00410protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IPO5SNVMissense_Mutationrs371777975c.1615N>Ap.Asp539Asnp.D539NO00410protein_codingtolerated(0.06)possibly_damaging(0.867)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IPO5SNVMissense_Mutationc.3040T>Cp.Trp1014Argp.W1014RO00410protein_codingdeleterious(0)probably_damaging(0.996)TCGA-GI-A2C8-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificAdriamycinSD
IPO5SNVMissense_Mutationnovelc.780N>Cp.Glu260Aspp.E260DO00410protein_codingtolerated(0.99)benign(0.14)TCGA-LL-A740-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
IPO5SNVMissense_Mutationnovelc.1470C>Ap.Asp490Glup.D490EO00410protein_codingtolerated(0.22)possibly_damaging(0.517)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IPO5SNVMissense_Mutationc.28N>Ap.Glu10Lysp.E10KO00410protein_codingdeleterious_low_confidence(0)probably_damaging(0.953)TCGA-C5-A1BE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
IPO5SNVMissense_Mutationc.1295G>Cp.Arg432Thrp.R432TO00410protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
IPO5SNVMissense_Mutationc.1145T>Cp.Met382Thrp.M382TO00410protein_codingtolerated(0.1)benign(0.089)TCGA-EX-A69M-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IPO5SNVMissense_Mutationnovelc.1958N>Tp.Ser653Leup.S653LO00410protein_codingdeleterious(0)possibly_damaging(0.543)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IPO5SNVMissense_Mutationrs566255473c.1688N>Tp.Ala563Valp.A563VO00410protein_codingdeleterious(0.03)possibly_damaging(0.758)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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