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: MLXIPL

Gene summary for MLXIPL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MLXIPL

Gene ID

51085

Gene nameMLX interacting protein like
Gene AliasCHREBP
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9NP71


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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
51085MLXIPLHTA11_866_3004761011HumanColorectumAD1.49e-022.06e-010.096
51085MLXIPLHTA11_99999970781_79442HumanColorectumMSS3.57e-166.90e-010.294
51085MLXIPLHTA11_99999965104_69814HumanColorectumMSS2.66e-331.58e+000.281
51085MLXIPLHTA11_99999971662_82457HumanColorectumMSS4.58e-421.32e+000.3859
51085MLXIPLHTA11_99999974143_84620HumanColorectumMSS1.01e-389.69e-010.3005
51085MLXIPLA015-C-203HumanColorectumFAP3.44e-042.95e-01-0.1294
51085MLXIPLA002-C-021HumanColorectumFAP5.71e-043.56e-010.1171
51085MLXIPLA015-C-104HumanColorectumFAP4.86e-052.30e-01-0.1899
51085MLXIPLA001-C-007HumanColorectumCRC2.85e-088.17e-010.1899
51085MLXIPLF072BHumanColorectumFAP1.38e-034.63e-010.257
51085MLXIPLCRC-1-8810HumanColorectumCRC1.92e-075.34e-010.6257
51085MLXIPLNAFLD1HumanLiverNAFLD1.46e-101.16e+00-0.04
51085MLXIPLS43HumanLiverCirrhotic2.17e-11-3.33e-01-0.0187
51085MLXIPLHCC1_MengHumanLiverHCC9.32e-68-3.44e-020.0246
51085MLXIPLHCC2_MengHumanLiverHCC5.36e-17-3.62e-010.0107
51085MLXIPLcirrhotic1HumanLiverCirrhotic1.02e-10-3.50e-020.0202
51085MLXIPLcirrhotic2HumanLiverCirrhotic4.18e-09-9.91e-020.0201
51085MLXIPLcirrhotic3HumanLiverCirrhotic2.49e-03-2.47e-010.0215
51085MLXIPLHCC1HumanLiverHCC2.13e-244.76e+000.5336
51085MLXIPLHCC2HumanLiverHCC3.30e-405.43e+000.5341
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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
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
∗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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009060ColorectumADaerobic respiration108/3918189/187239.14e-281.43e-24108
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0006119ColorectumADoxidative phosphorylation83/3918141/187237.95e-238.30e-2083
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0009135ColorectumADpurine nucleoside diphosphate metabolic process47/3918103/187231.61e-089.22e-0747
GO:0009179ColorectumADpurine ribonucleoside diphosphate metabolic process47/3918103/187231.61e-089.22e-0747
GO:0006090ColorectumADpyruvate metabolic process47/3918106/187234.85e-082.55e-0647
GO:0009185ColorectumADribonucleoside diphosphate metabolic process47/3918106/187234.85e-082.55e-0647
GO:0046031ColorectumADADP metabolic process41/391890/187231.37e-076.42e-0641
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049324ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa04931ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049325ColorectumMSSNon-alcoholic fatty liver disease85/1875155/84654.19e-191.17e-177.17e-1885
hsa049311ColorectumMSSInsulin resistance36/1875108/84654.74e-032.01e-021.23e-0236
hsa049328ColorectumFAPNon-alcoholic fatty liver disease54/1404155/84651.98e-086.20e-073.77e-0754
hsa049312ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049329ColorectumFAPNon-alcoholic fatty liver disease54/1404155/84651.98e-086.20e-073.77e-0754
hsa049313ColorectumFAPInsulin resistance32/1404108/84654.90e-043.56e-032.16e-0332
hsa049314ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa049315ColorectumCRCInsulin resistance28/1091108/84651.78e-042.37e-031.61e-0328
hsa049316LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0493214LiverNAFLDNon-alcoholic fatty liver disease33/1043155/84651.04e-031.42e-021.14e-0233
hsa0493111LiverNAFLDInsulin resistance29/1043108/84653.01e-057.59e-046.11e-0429
hsa0493215LiverNAFLDNon-alcoholic fatty liver disease33/1043155/84651.04e-031.42e-021.14e-0233
hsa0493222LiverCirrhoticNon-alcoholic fatty liver disease106/2530155/84652.16e-232.40e-211.48e-21106
hsa0493232LiverCirrhoticNon-alcoholic fatty liver disease106/2530155/84652.16e-232.40e-211.48e-21106
hsa0493242LiverHCCNon-alcoholic fatty liver disease124/4020155/84654.54e-172.54e-151.41e-15124
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa0493252LiverHCCNon-alcoholic fatty liver disease124/4020155/84654.54e-172.54e-151.41e-15124
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
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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
MLXIPLGOBEsophagusESCCSLC29A4,NBEA,ERO1B, etc.4.27e-03The 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.
MLXIPLDIFFEsophagusHGINSLC29A4,NBEA,ERO1B, etc.0.00e+00The 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.
MLXIPLGOBEsophagusHGINSLC29A4,NBEA,ERO1B, etc.0.00e+00The 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.
MLXIPLECMEsophagusADJCFD,GPX3,GALNT15, etc.7.63e-01The 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.
MLXIPLPLALiverHCCSNORA76,SELO,MT-ND2, etc.2.06e-01The 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.
MLXIPLPLALiverNAFLDSNORA76,SELO,MT-ND2, etc.3.31e-01The 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.
MLXIPLMEGALiverCirrhoticITIH3,CES1,ITIH1, etc.2.16e-01The 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.
MLXIPLENDLiverCirrhoticITIH3,CES1,ITIH1, etc.0.00e+00The 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.
MLXIPLHSCLiverHCCITIH3,CES1,ITIH1, etc.1.56e-01The 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.
MLXIPLLYMENDLiverHCCITIH3,CES1,ITIH1, etc.8.30e-03The 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.
∗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
MLXIPLSNVMissense_Mutationc.2422N>Gp.Leu808Valp.L808VQ9NP71protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
MLXIPLSNVMissense_Mutationnovelc.2437N>Tp.Pro813Serp.P813SQ9NP71protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0EA-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
MLXIPLSNVMissense_Mutationnovelc.2033N>Ap.Thr678Lysp.T678KQ9NP71protein_codingdeleterious(0)probably_damaging(0.966)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
MLXIPLSNVMissense_Mutationnovelc.962C>Tp.Pro321Leup.P321LQ9NP71protein_codingdeleterious(0.02)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MLXIPLSNVMissense_Mutationrs551026243c.1034N>Tp.Ser345Leup.S345LQ9NP71protein_codingtolerated(0.51)benign(0)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
MLXIPLSNVMissense_Mutationc.838G>Cp.Asp280Hisp.D280HQ9NP71protein_codingdeleterious(0)probably_damaging(0.993)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MLXIPLSNVMissense_Mutationrs551026243c.1034C>Tp.Ser345Leup.S345LQ9NP71protein_codingtolerated(0.51)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MLXIPLSNVMissense_Mutationc.199N>Cp.Asp67Hisp.D67HQ9NP71protein_codingtolerated(0.45)possibly_damaging(0.511)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MLXIPLSNVMissense_Mutationrs781908299c.1916N>Ap.Arg639Glnp.R639QQ9NP71protein_codingtolerated(0.21)probably_damaging(0.921)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MLXIPLSNVMissense_Mutationc.1315N>Gp.Thr439Alap.T439AQ9NP71protein_codingtolerated(0.6)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<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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