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: MELTF

Gene summary for MELTF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MELTF

Gene ID

4241

Gene namemelanotransferrin
Gene AliasCD228
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

P08582


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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
4241MELTFPTC05HumanThyroidPTC3.09e-104.78e-010.2065
4241MELTFPTC06HumanThyroidPTC1.27e-103.48e-010.2057
4241MELTFPTC07HumanThyroidPTC7.95e-062.11e-010.2044
4241MELTFATC09HumanThyroidATC1.86e-084.31e-010.2871
4241MELTFATC11HumanThyroidATC2.13e-107.93e-010.3386
4241MELTFATC12HumanThyroidATC2.71e-072.06e-010.34
4241MELTFATC13HumanThyroidATC1.29e-041.14e-010.34
4241MELTFATC1HumanThyroidATC1.42e-105.22e-010.2878
4241MELTFATC2HumanThyroidATC1.03e-161.32e+000.34
4241MELTFATC3HumanThyroidATC2.25e-148.00e-010.338
4241MELTFATC4HumanThyroidATC3.30e-102.60e-010.34
4241MELTFATC5HumanThyroidATC1.70e-051.33e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0022411113ThyroidPTCcellular component disassembly232/5968443/187231.36e-191.75e-17232
GO:0045862113ThyroidPTCpositive regulation of proteolysis198/5968372/187236.68e-186.91e-16198
GO:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0010810112ThyroidPTCregulation of cell-substrate adhesion113/5968221/187231.87e-095.28e-08113
GO:0031589111ThyroidPTCcell-substrate adhesion169/5968363/187232.73e-097.57e-08169
GO:0010769111ThyroidPTCregulation of cell morphogenesis involved in differentiation57/596896/187232.50e-085.62e-0757
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:0034446111ThyroidPTCsubstrate adhesion-dependent cell spreading58/5968108/187232.07e-062.82e-0558
GO:1900024111ThyroidPTCregulation of substrate adhesion-dependent cell spreading35/596857/187234.20e-065.20e-0535
GO:00301986ThyroidPTCextracellular matrix organization124/5968301/187233.75e-042.53e-03124
GO:00430626ThyroidPTCextracellular structure organization124/5968302/187234.38e-042.92e-03124
GO:00452296ThyroidPTCexternal encapsulating structure organization124/5968304/187235.96e-043.79e-03124
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
GO:0055076110ThyroidPTCtransition metal ion homeostasis62/5968138/187238.66e-045.30e-0362
GO:19030554ThyroidPTCpositive regulation of extracellular matrix organization16/596825/187239.53e-045.72e-0316
GO:19030533ThyroidPTCregulation of extracellular matrix organization26/596848/187231.13e-036.59e-0326
GO:005507210ThyroidPTCiron ion homeostasis39/596885/187234.71e-032.21e-0239
GO:00107554ThyroidPTCregulation of plasminogen activation9/596813/187236.33e-032.79e-029
GO:000716219ThyroidPTCnegative regulation of cell adhesion117/5968303/187237.28e-033.12e-02117
GO:002241124ThyroidATCcellular component disassembly248/6293443/187231.34e-223.69e-20248
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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
MELTFSNVMissense_Mutationrs778156728c.850N>Tp.Arg284Trpp.R284WP08582protein_codingdeleterious(0)probably_damaging(0.994)TCGA-4H-AAAK-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideCR
MELTFSNVMissense_Mutationc.1472N>Ap.Gly491Aspp.G491DP08582protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MELTFSNVMissense_Mutationrs745564030c.799N>Ap.Glu267Lysp.E267KP08582protein_codingtolerated(0.08)benign(0.352)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
MELTFSNVMissense_Mutationrs202082579c.454C>Tp.Arg152Cysp.R152CP08582protein_codingtolerated(0.15)possibly_damaging(0.809)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MELTFSNVMissense_Mutationrs767709260c.1402N>Tp.Asp468Tyrp.D468YP08582protein_codingdeleterious(0.01)possibly_damaging(0.721)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
MELTFSNVMissense_Mutationc.496N>Cp.Asp166Hisp.D166HP08582protein_codingdeleterious(0.04)benign(0.111)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MELTFSNVMissense_Mutationc.178N>Cp.Ala60Prop.A60PP08582protein_codingtolerated(0.2)benign(0.042)TCGA-D8-A27T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
MELTFSNVMissense_Mutationnovelc.1423T>Cp.Ser475Prop.S475PP08582protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
MELTFSNVMissense_Mutationnovelc.2117C>Tp.Ser706Phep.S706FP08582protein_codingdeleterious(0.04)possibly_damaging(0.694)TCGA-LL-A50Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
MELTFSNVMissense_Mutationnovelc.1939N>Tp.Asp647Tyrp.D647YP08582protein_codingdeleterious(0.02)possibly_damaging(0.879)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
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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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