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: IMMP2L

Gene summary for IMMP2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IMMP2L

Gene ID

83943

Gene nameinner mitochondrial membrane peptidase subunit 2
Gene AliasIMMP2L-IT1
Cytomap7q31.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A4D0S9


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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
83943IMMP2LCA_HPV_3HumanCervixCC8.06e-031.51e-010.0414
83943IMMP2LCCI_1HumanCervixCC2.23e-101.06e+000.528
83943IMMP2LCCI_3HumanCervixCC3.97e-321.54e+000.516
83943IMMP2LHTA11_3410_2000001011HumanColorectumAD4.63e-30-6.80e-010.0155
83943IMMP2LHTA11_2487_2000001011HumanColorectumSER4.90e-26-9.34e-01-0.1808
83943IMMP2LHTA11_2951_2000001011HumanColorectumAD2.99e-17-1.30e+000.0216
83943IMMP2LHTA11_2112_2000001011HumanColorectumSER7.53e-09-9.97e-01-0.2196
83943IMMP2LHTA11_3361_2000001011HumanColorectumAD4.02e-31-1.03e+00-0.1207
83943IMMP2LHTA11_83_2000001011HumanColorectumSER2.98e-15-6.29e-01-0.1526
83943IMMP2LHTA11_696_2000001011HumanColorectumAD1.27e-20-6.80e-01-0.1464
83943IMMP2LHTA11_866_2000001011HumanColorectumAD1.80e-14-5.93e-01-0.1001
83943IMMP2LHTA11_2992_2000001011HumanColorectumSER2.81e-10-8.33e-01-0.1706
83943IMMP2LHTA11_5212_2000001011HumanColorectumAD6.20e-22-1.34e+00-0.2061
83943IMMP2LHTA11_5216_2000001011HumanColorectumSER2.16e-10-8.86e-01-0.1462
83943IMMP2LHTA11_7862_2000001011HumanColorectumAD1.70e-11-6.58e-01-0.0179
83943IMMP2LHTA11_866_3004761011HumanColorectumAD3.18e-04-4.04e-010.096
83943IMMP2LHTA11_9408_2000001011HumanColorectumAD2.20e-02-6.69e-010.0451
83943IMMP2LHTA11_8622_2000001021HumanColorectumSER1.12e-09-7.23e-010.0528
83943IMMP2LHTA11_10711_2000001011HumanColorectumAD1.43e-04-4.57e-010.0338
83943IMMP2LHTA11_6818_2000001011HumanColorectumAD1.67e-05-5.29e-010.0112
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00229049CervixCCrespiratory electron transport chain42/2311114/187231.67e-114.77e-0942
GO:00453339CervixCCcellular respiration66/2311230/187232.07e-115.39e-0966
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:00229009CervixCCelectron transport chain53/2311175/187232.23e-103.43e-0853
GO:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:00159809CervixCCenergy derivation by oxidation of organic compounds74/2311318/187233.83e-082.53e-0674
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:00614588CervixCCreproductive system development87/2311427/187231.37e-064.55e-0587
GO:00486088CervixCCreproductive structure development86/2311424/187231.90e-065.97e-0586
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00705859CervixCCprotein localization to mitochondrion33/2311125/187231.46e-052.90e-0433
GO:00331089CervixCCmitochondrial respiratory chain complex assembly26/231193/187233.97e-056.18e-0426
GO:00726559CervixCCestablishment of protein localization to mitochondrion31/2311120/187234.13e-056.36e-0431
GO:00064657CervixCCsignal peptide processing8/231114/187238.01e-051.09e-038
GO:00066269CervixCCprotein targeting to mitochondrion25/2311100/187233.80e-043.89e-0325
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:00725939CervixCCreactive oxygen species metabolic process47/2311239/187237.74e-046.87e-0347
GO:0006801CervixCCsuperoxide metabolic process17/231174/187237.73e-034.10e-0217
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03060ColorectumADProtein export14/209223/84652.43e-041.90e-031.21e-0314
hsa030601ColorectumADProtein export14/209223/84652.43e-041.90e-031.21e-0314
hsa030602ColorectumMSSProtein export15/187523/84651.13e-051.26e-047.71e-0515
hsa030603ColorectumMSSProtein export15/187523/84651.13e-051.26e-047.71e-0515
hsa030604ColorectumMSI-HProtein export11/79723/84652.26e-063.65e-053.06e-0511
hsa030605ColorectumMSI-HProtein export11/79723/84652.26e-063.65e-053.06e-0511
hsa030606ColorectumFAPProtein export10/140423/84652.17e-031.05e-026.39e-0310
hsa030607ColorectumFAPProtein export10/140423/84652.17e-031.05e-026.39e-0310
hsa0306014EndometriumAEHProtein export11/119723/84651.14e-041.06e-037.73e-0411
hsa0306015EndometriumAEHProtein export11/119723/84651.14e-041.06e-037.73e-0411
hsa0306021LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0306031LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
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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
IMMP2LSNVMissense_Mutationc.149C>Tp.Pro50Leup.P50LQ96T52protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A26V-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenCR
IMMP2LSNVMissense_Mutationnovelc.79N>Cp.Val27Leup.V27LQ96T52protein_codingtolerated(0.26)probably_damaging(0.956)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
IMMP2LSNVMissense_Mutationnovelc.520G>Cp.Glu174Glnp.E174QQ96T52protein_codingtolerated(0.11)benign(0)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
IMMP2LSNVMissense_Mutationc.346G>Ap.Gly116Serp.G116SQ96T52protein_codingdeleterious(0)benign(0.326)TCGA-A6-4107-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5SD
IMMP2LSNVMissense_Mutationc.437C>Tp.Ala146Valp.A146VQ96T52protein_codingtolerated(0.08)probably_damaging(0.968)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IMMP2LSNVMissense_Mutationnovelc.263A>Cp.Lys88Thrp.K88TQ96T52protein_codingtolerated(0.21)probably_damaging(0.979)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IMMP2LSNVMissense_Mutationrs375048435c.398N>Ap.Ser133Tyrp.S133YQ96T52protein_codingtolerated(0.71)benign(0.123)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
IMMP2LSNVMissense_Mutationnovelc.401T>Gp.Phe134Cysp.F134CQ96T52protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IMMP2LSNVMissense_Mutationrs375048435c.398N>Ap.Ser133Tyrp.S133YQ96T52protein_codingtolerated(0.71)benign(0.123)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IMMP2LSNVMissense_Mutationnovelc.522G>Tp.Glu174Aspp.E174DQ96T52protein_codingtolerated(0.06)benign(0)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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