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: MFSD12

Gene summary for MFSD12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFSD12

Gene ID

126321

Gene namemajor facilitator superfamily domain containing 12
Gene AliasC19orf28
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000101

UniProtAcc

Q6NUT3


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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
126321MFSD12LZE24THumanEsophagusESCC8.73e-087.93e-020.0596
126321MFSD12P4T-EHumanEsophagusESCC1.22e-091.66e-010.1323
126321MFSD12P5T-EHumanEsophagusESCC5.24e-071.41e-010.1327
126321MFSD12P9T-EHumanEsophagusESCC5.66e-103.12e-010.1131
126321MFSD12P10T-EHumanEsophagusESCC8.74e-055.17e-020.116
126321MFSD12P11T-EHumanEsophagusESCC5.38e-102.66e-010.1426
126321MFSD12P15T-EHumanEsophagusESCC2.97e-026.68e-020.1149
126321MFSD12P17T-EHumanEsophagusESCC4.86e-156.81e-010.1278
126321MFSD12P19T-EHumanEsophagusESCC2.60e-096.65e-010.1662
126321MFSD12P20T-EHumanEsophagusESCC1.15e-045.84e-020.1124
126321MFSD12P21T-EHumanEsophagusESCC5.04e-082.30e-010.1617
126321MFSD12P23T-EHumanEsophagusESCC3.17e-102.14e-010.108
126321MFSD12P24T-EHumanEsophagusESCC1.79e-092.73e-010.1287
126321MFSD12P26T-EHumanEsophagusESCC1.18e-141.05e-010.1276
126321MFSD12P27T-EHumanEsophagusESCC1.26e-049.05e-020.1055
126321MFSD12P28T-EHumanEsophagusESCC3.42e-295.72e-010.1149
126321MFSD12P30T-EHumanEsophagusESCC1.36e-083.59e-010.137
126321MFSD12P31T-EHumanEsophagusESCC7.13e-061.85e-010.1251
126321MFSD12P32T-EHumanEsophagusESCC1.42e-204.30e-010.1666
126321MFSD12P36T-EHumanEsophagusESCC1.66e-102.55e-010.1187
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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
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
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:00461482EsophagusESCCpigment biosynthetic process40/855262/187232.14e-039.54e-0340
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:19016174EsophagusESCCorganic hydroxy compound biosynthetic process128/8552237/187235.86e-032.16e-02128
GO:00424401EsophagusESCCpigment metabolic process50/855284/187237.34e-032.64e-0250
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:0042440LiverHCCpigment metabolic process51/795884/187235.74e-043.65e-0351
GO:0046148LiverHCCpigment biosynthetic process37/795862/187234.73e-032.02e-0237
GO:0008643LiverHCCcarbohydrate transport80/7958152/187237.34e-032.92e-0280
GO:19016173Oral cavityOSCCorganic hydroxy compound biosynthetic process115/7305237/187231.73e-038.18e-03115
GO:00461481Oral cavityOSCCpigment biosynthetic process36/730562/187231.82e-038.57e-0336
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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
MFSD12SNVMissense_Mutationnovelc.983N>Gp.Ser328Cysp.S328CQ6NUT3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MFSD12SNVMissense_Mutationnovelc.443N>Ap.Ser148Tyrp.S148YQ6NUT3protein_codingdeleterious(0)probably_damaging(0.992)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
MFSD12deletionFrame_Shift_Delnovelc.1358delNp.Val453GlyfsTer31p.V453Gfs*31Q6NUT3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
MFSD12SNVMissense_Mutationc.146N>Gp.Ser49Trpp.S49WQ6NUT3protein_codingtolerated(0.18)probably_damaging(0.959)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
MFSD12deletionFrame_Shift_Delc.766delCp.Leu256CysfsTer30p.L256Cfs*30Q6NUT3protein_codingTCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MFSD12SNVMissense_Mutationrs569176426c.1082N>Tp.Ala361Valp.A361VQ6NUT3protein_codingtolerated(0.34)benign(0.005)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MFSD12SNVMissense_Mutationnovelc.323N>Cp.Phe108Serp.F108SQ6NUT3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFSD12SNVMissense_Mutationc.1433N>Gp.Ala478Glyp.A478GQ6NUT3protein_codingtolerated_low_confidence(0.3)benign(0.018)TCGA-CA-5796-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
MFSD12SNVMissense_Mutationc.380N>Tp.Ala127Valp.A127VQ6NUT3protein_codingtolerated(0.12)benign(0.326)TCGA-DM-A28F-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
MFSD12SNVMissense_Mutationrs372325734c.500C>Tp.Thr167Metp.T167MQ6NUT3protein_codingdeleterious(0)probably_damaging(0.978)TCGA-NH-A50T-01Colorectumcolon adenocarcinomaFemale>=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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