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: MLF1

Gene summary for MLF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MLF1

Gene ID

4291

Gene namemyeloid leukemia factor 1
Gene AliasMLF1
Cytomap3q25.32
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

A0A140VKD2


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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
4291MLF1CA_HPV_2HumanCervixCC4.38e-032.08e-010.0391
4291MLF1HSIL_HPV_2HumanCervixHSIL_HPV4.08e-042.03e-010.0208
4291MLF1CCI_2HumanCervixCC1.45e-077.52e-010.5249
4291MLF1TumorHumanCervixCC4.13e-153.48e-010.1241
4291MLF1sample1HumanCervixCC5.13e-216.89e-010.0959
4291MLF1sample3HumanCervixCC8.62e-254.04e-010.1387
4291MLF1L1HumanCervixCC7.04e-033.35e-010.0802
4291MLF1T1HumanCervixCC7.49e-235.67e-010.0918
4291MLF1T2HumanCervixCC6.11e-053.76e-010.0709
4291MLF1T3HumanCervixCC1.83e-173.82e-010.1389
4291MLF1LZE4THumanEsophagusESCC3.45e-054.80e-010.0811
4291MLF1LZE7THumanEsophagusESCC1.81e-077.31e-010.0667
4291MLF1LZE8THumanEsophagusESCC2.04e-178.87e-010.067
4291MLF1LZE20THumanEsophagusESCC1.58e-028.81e-020.0662
4291MLF1LZE22THumanEsophagusESCC2.63e-059.99e-010.068
4291MLF1LZE24THumanEsophagusESCC5.89e-401.81e+000.0596
4291MLF1LZE6THumanEsophagusESCC3.45e-063.98e-010.0845
4291MLF1P1T-EHumanEsophagusESCC2.99e-099.22e-010.0875
4291MLF1P2T-EHumanEsophagusESCC1.23e-992.07e+000.1177
4291MLF1P4T-EHumanEsophagusESCC1.46e-114.74e-010.1323
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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
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
∗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:00022443CervixCChematopoietic progenitor cell differentiation26/2311114/187231.30e-031.03e-0226
GO:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:00022444ProstateBPHhematopoietic progenitor cell differentiation34/3107114/187233.08e-042.37e-0334
GO:000224411ProstateTumorhematopoietic progenitor cell differentiation34/3246114/187237.00e-044.92e-0334
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa052027ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520212ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
MLF1SNVMissense_Mutationc.701N>Cp.Val234Alap.V234AP58340protein_codingtolerated(0.29)possibly_damaging(0.741)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MLF1SNVMissense_Mutationc.468N>Tp.Gln156Hisp.Q156HP58340protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MLF1SNVMissense_Mutationnovelc.203N>Tp.His68Leup.H68LP58340protein_codingtolerated(0.66)benign(0.006)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
MLF1SNVMissense_Mutationc.586C>Tp.His196Tyrp.H196YP58340protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MLF1SNVMissense_Mutationrs779550712c.140N>Tp.Arg47Ilep.R47IP58340protein_codingdeleterious(0)probably_damaging(0.975)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MLF1SNVMissense_Mutationrs765550387c.485G>Ap.Arg162Hisp.R162HP58340protein_codingtolerated(0.09)probably_damaging(0.995)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MLF1SNVMissense_Mutationrs201952489c.488N>Ap.Arg163Glnp.R163QP58340protein_codingtolerated(0.21)possibly_damaging(0.9)TCGA-F4-6809-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
MLF1SNVMissense_Mutationc.539N>Ap.Ser180Asnp.S180NP58340protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-AG-4001-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MLF1SNVMissense_Mutationnovelc.31N>Cp.Lys11Glnp.K11QP58340protein_codingdeleterious_low_confidence(0)benign(0.03)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
MLF1SNVMissense_Mutationrs199951975c.452N>Tp.Pro151Leup.P151LP58340protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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