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: SLC25A16

Gene summary for SLC25A16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC25A16

Gene ID

8034

Gene namesolute carrier family 25 member 16
Gene AliasD10S105E
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DHV9


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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
8034SLC25A16LZE4THumanEsophagusESCC6.18e-041.57e-010.0811
8034SLC25A16LZE7THumanEsophagusESCC5.27e-062.30e-010.0667
8034SLC25A16LZE22THumanEsophagusESCC9.43e-042.16e-010.068
8034SLC25A16LZE24THumanEsophagusESCC1.59e-164.08e-010.0596
8034SLC25A16LZE21THumanEsophagusESCC4.66e-032.64e-010.0655
8034SLC25A16P1T-EHumanEsophagusESCC3.25e-133.95e-010.0875
8034SLC25A16P2T-EHumanEsophagusESCC1.53e-192.51e-010.1177
8034SLC25A16P4T-EHumanEsophagusESCC2.78e-142.68e-010.1323
8034SLC25A16P5T-EHumanEsophagusESCC3.60e-132.40e-010.1327
8034SLC25A16P8T-EHumanEsophagusESCC9.53e-091.24e-010.0889
8034SLC25A16P9T-EHumanEsophagusESCC1.08e-038.58e-020.1131
8034SLC25A16P10T-EHumanEsophagusESCC4.31e-061.18e-010.116
8034SLC25A16P11T-EHumanEsophagusESCC1.29e-052.72e-010.1426
8034SLC25A16P12T-EHumanEsophagusESCC5.79e-162.13e-010.1122
8034SLC25A16P15T-EHumanEsophagusESCC8.22e-101.89e-010.1149
8034SLC25A16P16T-EHumanEsophagusESCC1.76e-121.49e-010.1153
8034SLC25A16P20T-EHumanEsophagusESCC1.43e-112.94e-010.1124
8034SLC25A16P21T-EHumanEsophagusESCC3.28e-142.68e-010.1617
8034SLC25A16P22T-EHumanEsophagusESCC9.02e-111.70e-010.1236
8034SLC25A16P23T-EHumanEsophagusESCC2.50e-122.34e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00340325EsophagusESCCpurine nucleoside bisphosphate metabolic process77/8552128/187236.71e-043.55e-0377
GO:00159361EsophagusESCCcoenzyme A metabolic process15/855218/187231.20e-035.88e-0315
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:00338653LiverNAFLDnucleoside bisphosphate metabolic process28/1882128/187235.89e-051.30e-0328
GO:00338753LiverNAFLDribonucleoside bisphosphate metabolic process28/1882128/187235.89e-051.30e-0328
GO:00340323LiverNAFLDpurine nucleoside bisphosphate metabolic process28/1882128/187235.89e-051.30e-0328
GO:000683912LiverHCCmitochondrial transport184/7958254/187232.30e-223.83e-20184
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
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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
SLC25A16SNVMissense_Mutationc.983N>Cp.Phe328Serp.F328SP16260protein_codingtolerated(0.17)benign(0.216)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A16SNVMissense_Mutationnovelc.119T>Gp.Phe40Cysp.F40CP16260protein_codingdeleterious(0.01)probably_damaging(0.967)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC25A16SNVMissense_Mutationc.890G>Tp.Arg297Leup.R297LP16260protein_codingtolerated(0.67)benign(0.047)TCGA-JW-A5VI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapytopotecanPD
SLC25A16SNVMissense_Mutationnovelc.781T>Ap.Phe261Ilep.F261IP16260protein_codingdeleterious(0.02)benign(0.1)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A16SNVMissense_Mutationc.656N>Tp.Ser219Phep.S219FP16260protein_codingtolerated(0.1)possibly_damaging(0.482)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SLC25A16SNVMissense_Mutationrs747313620c.967G>Ap.Glu323Lysp.E323KP16260protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC25A16SNVMissense_Mutationnovelc.191N>Cp.Leu64Serp.L64SP16260protein_codingdeleterious(0)benign(0.314)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SLC25A16SNVMissense_Mutationc.374N>Cp.Leu125Prop.L125PP16260protein_codingdeleterious(0.02)possibly_damaging(0.761)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SLC25A16SNVMissense_Mutationrs139107749c.889N>Gp.Arg297Glyp.R297GP16260protein_codingtolerated(0.33)possibly_damaging(0.489)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SLC25A16SNVMissense_Mutationnovelc.398N>Ap.Arg133Lysp.R133KP16260protein_codingtolerated(1)benign(0.145)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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