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: MORF4L1

Gene summary for MORF4L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MORF4L1

Gene ID

10933

Gene namemortality factor 4 like 1
Gene AliasEaf3
Cytomap15q25.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q9UBU8


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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
10933MORF4L1LZE4THumanEsophagusESCC7.58e-241.24e+000.0811
10933MORF4L1LZE7THumanEsophagusESCC1.48e-081.38e+000.0667
10933MORF4L1LZE8THumanEsophagusESCC2.07e-161.08e+000.067
10933MORF4L1LZE20THumanEsophagusESCC7.90e-042.70e-010.0662
10933MORF4L1LZE22THumanEsophagusESCC2.32e-028.26e-010.068
10933MORF4L1LZE24THumanEsophagusESCC1.07e-181.01e+000.0596
10933MORF4L1LZE6THumanEsophagusESCC5.19e-131.23e+000.0845
10933MORF4L1P1T-EHumanEsophagusESCC5.62e-171.50e+000.0875
10933MORF4L1P2T-EHumanEsophagusESCC1.49e-511.34e+000.1177
10933MORF4L1P4T-EHumanEsophagusESCC2.36e-541.81e+000.1323
10933MORF4L1P5T-EHumanEsophagusESCC1.64e-136.90e-010.1327
10933MORF4L1P8T-EHumanEsophagusESCC2.41e-721.96e+000.0889
10933MORF4L1P9T-EHumanEsophagusESCC9.67e-301.24e+000.1131
10933MORF4L1P10T-EHumanEsophagusESCC4.85e-771.86e+000.116
10933MORF4L1P11T-EHumanEsophagusESCC2.89e-291.54e+000.1426
10933MORF4L1P12T-EHumanEsophagusESCC1.59e-491.46e+000.1122
10933MORF4L1P15T-EHumanEsophagusESCC3.42e-511.59e+000.1149
10933MORF4L1P16T-EHumanEsophagusESCC6.02e-541.68e+000.1153
10933MORF4L1P17T-EHumanEsophagusESCC1.68e-081.08e+000.1278
10933MORF4L1P19T-EHumanEsophagusESCC1.82e-232.15e+000.1662
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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
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
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:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:0006302ColorectumMSSdouble-strand break repair64/3467251/187233.58e-032.65e-0264
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:004396712EsophagusESCChistone H4 acetylation53/855267/187232.11e-084.03e-0753
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00165754EsophagusESCChistone deacetylation60/855282/187233.85e-075.32e-0660
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00439682EsophagusESCChistone H2A acetylation15/855217/187233.48e-042.03e-0315
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
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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
MORF4L1SNVMissense_Mutationc.550G>Ap.Glu184Lysp.E184KQ9UBU8protein_codingdeleterious(0.01)possibly_damaging(0.869)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MORF4L1SNVMissense_Mutationc.413C>Gp.Ser138Cysp.S138CQ9UBU8protein_codingdeleterious(0.01)benign(0.289)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
MORF4L1SNVMissense_Mutationc.353N>Gp.Ala118Glyp.A118GQ9UBU8protein_codingdeleterious(0)possibly_damaging(0.802)TCGA-C8-A27B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
MORF4L1SNVMissense_Mutationc.923N>Ap.Arg308Glnp.R308QQ9UBU8protein_codingtolerated(0.06)benign(0.039)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MORF4L1deletionFrame_Shift_Delnovelc.1003_1004delAAp.Lys335ValfsTer16p.K335Vfs*16Q9UBU8protein_codingTCGA-HM-A3JJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
MORF4L1SNVMissense_Mutationc.614C>Tp.Pro205Leup.P205LQ9UBU8protein_codingtolerated(0.1)benign(0.221)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MORF4L1SNVMissense_Mutationc.453G>Tp.Lys151Asnp.K151NQ9UBU8protein_codingdeleterious(0.03)benign(0.04)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MORF4L1SNVMissense_Mutationnovelc.643N>Gp.Thr215Alap.T215AQ9UBU8protein_codingdeleterious(0.01)benign(0.323)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MORF4L1SNVMissense_Mutationnovelc.697N>Ap.Leu233Ilep.L233IQ9UBU8protein_codingtolerated(0.08)possibly_damaging(0.712)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
MORF4L1SNVMissense_Mutationnovelc.761N>Cp.Asn254Thrp.N254TQ9UBU8protein_codingtolerated(0.6)benign(0.042)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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