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: MIPEP

Gene summary for MIPEP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MIPEP

Gene ID

4285

Gene namemitochondrial intermediate peptidase
Gene AliasCOXPD31
Cytomap13q12.12
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q99797


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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
4285MIPEPLZE24THumanEsophagusESCC2.20e-038.21e-020.0596
4285MIPEPP2T-EHumanEsophagusESCC8.53e-132.69e-010.1177
4285MIPEPP4T-EHumanEsophagusESCC8.25e-092.07e-010.1323
4285MIPEPP8T-EHumanEsophagusESCC7.51e-041.13e-010.0889
4285MIPEPP10T-EHumanEsophagusESCC2.23e-049.82e-020.116
4285MIPEPP11T-EHumanEsophagusESCC1.73e-051.98e-010.1426
4285MIPEPP15T-EHumanEsophagusESCC4.76e-033.38e-020.1149
4285MIPEPP16T-EHumanEsophagusESCC7.23e-092.08e-010.1153
4285MIPEPP21T-EHumanEsophagusESCC2.39e-101.87e-010.1617
4285MIPEPP22T-EHumanEsophagusESCC6.91e-048.71e-020.1236
4285MIPEPP23T-EHumanEsophagusESCC1.28e-121.54e-010.108
4285MIPEPP24T-EHumanEsophagusESCC3.99e-039.61e-020.1287
4285MIPEPP26T-EHumanEsophagusESCC6.32e-091.57e-010.1276
4285MIPEPP27T-EHumanEsophagusESCC3.01e-071.88e-010.1055
4285MIPEPP28T-EHumanEsophagusESCC2.92e-043.87e-020.1149
4285MIPEPP30T-EHumanEsophagusESCC3.55e-062.90e-010.137
4285MIPEPP31T-EHumanEsophagusESCC3.24e-043.51e-020.1251
4285MIPEPP32T-EHumanEsophagusESCC7.80e-071.16e-010.1666
4285MIPEPP36T-EHumanEsophagusESCC1.55e-082.48e-010.1187
4285MIPEPP37T-EHumanEsophagusESCC6.01e-048.06e-020.1371
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0006839110EsophagusESCCmitochondrial transport187/8552254/187238.35e-209.81e-18187
GO:0072655110EsophagusESCCestablishment of protein localization to mitochondrion97/8552120/187232.17e-151.33e-1397
GO:0070585110EsophagusESCCprotein localization to mitochondrion100/8552125/187232.96e-151.77e-13100
GO:0006626110EsophagusESCCprotein targeting to mitochondrion81/8552100/187233.60e-131.67e-1181
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:007259416ProstateBPHestablishment of protein localization to organelle142/3107422/187234.01e-181.31e-15142
GO:000660518ProstateBPHprotein targeting102/3107314/187232.51e-122.05e-10102
GO:000683916ProstateBPHmitochondrial transport79/3107254/187236.77e-092.38e-0779
GO:007265516ProstateBPHestablishment of protein localization to mitochondrion42/3107120/187237.32e-071.39e-0542
GO:007058516ProstateBPHprotein localization to mitochondrion43/3107125/187239.29e-071.70e-0543
GO:00516049ProstateBPHprotein maturation80/3107294/187232.64e-064.23e-0580
GO:000662616ProstateBPHprotein targeting to mitochondrion34/3107100/187231.64e-052.05e-0434
GO:00164855ProstateBPHprotein processing62/3107225/187232.22e-052.67e-0462
GO:007259417ProstateTumorestablishment of protein localization to organelle151/3246422/187233.19e-202.83e-17151
GO:000660519ProstateTumorprotein targeting109/3246314/187236.11e-147.30e-12109
GO:000683917ProstateTumormitochondrial transport84/3246254/187237.17e-103.57e-0884
GO:007058517ProstateTumorprotein localization to mitochondrion47/3246125/187235.20e-081.58e-0647
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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
MIPEPSNVMissense_Mutationnovelc.1477N>Gp.Leu493Valp.L493VQ99797protein_codingdeleterious(0.04)probably_damaging(0.919)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
MIPEPSNVMissense_Mutationc.814N>Ap.Leu272Ilep.L272IQ99797protein_codingdeleterious(0.01)possibly_damaging(0.864)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MIPEPSNVMissense_Mutationc.986C>Tp.Ser329Phep.S329FQ99797protein_codingtolerated(0.69)benign(0.396)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
MIPEPSNVMissense_Mutationc.887N>Ap.Val296Glup.V296EQ99797protein_codingdeleterious(0.01)probably_damaging(0.954)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MIPEPSNVMissense_Mutationnovelc.1703G>Ap.Cys568Tyrp.C568YQ99797protein_codingtolerated(0.34)benign(0.216)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MIPEPSNVMissense_Mutationrs751340807c.791G>Ap.Arg264Glnp.R264QQ99797protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MIPEPSNVMissense_Mutationc.1357N>Ap.Arg453Serp.R453SQ99797protein_codingdeleterious(0)possibly_damaging(0.768)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MIPEPSNVMissense_Mutationrs765285559c.1876N>Ap.Val626Metp.V626MQ99797protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MIPEPSNVMissense_Mutationrs749656281c.2116G>Ap.Glu706Lysp.E706KQ99797protein_codingdeleterious(0.01)possibly_damaging(0.543)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MIPEPSNVMissense_Mutationrs746768958c.1991N>Ap.Arg664Hisp.R664HQ99797protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-CM-6680-01Colorectumcolon 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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