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: SLC25A28

Gene summary for SLC25A28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A28

Gene ID

81894

Gene namesolute carrier family 25 member 28
Gene AliasMFRN2
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q96A46


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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
81894SLC25A28HCC1_MengHumanLiverHCC1.73e-19-1.98e-030.0246
81894SLC25A28HCC2_MengHumanLiverHCC6.75e-117.83e-020.0107
81894SLC25A28HCC1HumanLiverHCC7.86e-042.35e+000.5336
81894SLC25A28HCC2HumanLiverHCC5.98e-031.98e+000.5341
81894SLC25A28S014HumanLiverHCC5.42e-032.31e-010.2254
81894SLC25A28S028HumanLiverHCC7.81e-042.95e-010.2503
81894SLC25A28S029HumanLiverHCC4.31e-065.22e-010.2581
81894SLC25A28C04HumanOral cavityOSCC1.49e-054.06e-010.2633
81894SLC25A28C21HumanOral cavityOSCC1.51e-083.65e-010.2678
81894SLC25A28C30HumanOral cavityOSCC1.53e-321.22e+000.3055
81894SLC25A28C38HumanOral cavityOSCC1.41e-034.78e-010.172
81894SLC25A28C46HumanOral cavityOSCC3.57e-143.97e-010.1673
81894SLC25A28C51HumanOral cavityOSCC8.92e-064.35e-010.2674
81894SLC25A28C06HumanOral cavityOSCC1.76e-026.27e-010.2699
81894SLC25A28C08HumanOral cavityOSCC2.85e-103.88e-010.1919
81894SLC25A28C09HumanOral cavityOSCC1.88e-021.37e-010.1431
81894SLC25A28LN22HumanOral cavityOSCC2.78e-057.18e-010.1733
81894SLC25A28LN38HumanOral cavityOSCC1.13e-024.30e-010.168
81894SLC25A28LN46HumanOral cavityOSCC7.50e-167.16e-010.1666
81894SLC25A28SYSMH1HumanOral cavityOSCC1.79e-203.62e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:199054212LiverHCCmitochondrial transmembrane transport78/7958102/187232.73e-121.26e-1078
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
GO:00068261LiverHCCiron ion transport34/795858/187239.66e-033.63e-0234
GO:005507211LiverHCCiron ion homeostasis47/795885/187231.17e-024.28e-0247
GO:000683918Oral cavityOSCCmitochondrial transport162/7305254/187238.96e-166.52e-14162
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:199054218Oral cavityOSCCmitochondrial transmembrane transport56/7305102/187238.06e-044.32e-0356
GO:00550728Oral cavityOSCCiron ion homeostasis46/730585/187233.31e-031.42e-0246
GO:000683928ThyroidPTCmitochondrial transport150/5968254/187232.76e-193.34e-17150
GO:199054225ThyroidPTCmitochondrial transmembrane transport57/5968102/187234.49e-077.38e-0657
GO:0055076110ThyroidPTCtransition metal ion homeostasis62/5968138/187238.66e-045.30e-0362
GO:005507210ThyroidPTCiron ion homeostasis39/596885/187234.71e-032.21e-0239
GO:000683929ThyroidATCmitochondrial transport151/6293254/187232.07e-172.14e-15151
GO:199054226ThyroidATCmitochondrial transmembrane transport57/6293102/187233.05e-063.49e-0557
GO:005507632ThyroidATCtransition metal ion homeostasis66/6293138/187233.64e-042.25e-0366
GO:005507214ThyroidATCiron ion homeostasis41/629385/187233.62e-031.58e-0241
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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
SLC25A28SNVMissense_Mutationc.898C>Gp.His300Aspp.H300DQ96A46protein_codingtolerated(0.28)benign(0.145)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A28SNVMissense_Mutationrs375360825c.335N>Ap.Arg112Hisp.R112HQ96A46protein_codingdeleterious(0.05)possibly_damaging(0.806)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A28SNVMissense_Mutationrs764564076c.664G>Ap.Gly222Argp.G222RQ96A46protein_codingtolerated(0.4)benign(0.031)TCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC25A28SNVMissense_Mutationc.706G>Ap.Val236Ilep.V236IQ96A46protein_codingtolerated(0.78)benign(0.029)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SLC25A28SNVMissense_Mutationc.659N>Tp.Gly220Valp.G220VQ96A46protein_codingdeleterious(0)probably_damaging(1)TCGA-F4-6807-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaCR
SLC25A28SNVMissense_Mutationc.701N>Cp.Met234Thrp.M234TQ96A46protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A28SNVMissense_Mutationc.360N>Cp.Arg120Serp.R120SQ96A46protein_codingtolerated(0.17)benign(0.017)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A28SNVMissense_Mutationnovelc.358N>Gp.Arg120Glyp.R120GQ96A46protein_codingdeleterious(0.02)benign(0.012)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A28SNVMissense_Mutationc.619C>Tp.Arg207Trpp.R207WQ96A46protein_codingdeleterious(0)probably_damaging(0.948)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A28deletionFrame_Shift_Delc.766delNp.Gln256ArgfsTer19p.Q256Rfs*19Q96A46protein_codingTCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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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