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: SLC44A5

Gene summary for SLC44A5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC44A5

Gene ID

204962

Gene namesolute carrier family 44 member 5
Gene AliasCTL5
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8NCS7


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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
204962SLC44A5RNA-P17T-P17T-2HumanLungIAC1.20e-036.47e-010.3371
204962SLC44A5RNA-P17T-P17T-4HumanLungIAC1.61e-089.20e-010.343
204962SLC44A5RNA-P17T-P17T-6HumanLungIAC5.58e-045.85e-010.3385
204962SLC44A5RNA-P17T-P17T-8HumanLungIAC2.31e-034.99e-010.3329
204962SLC44A5HTA12-23-1HumanPancreasPDAC2.25e-045.41e-010.3405
204962SLC44A5HTA12-25-1HumanPancreasPDAC2.41e-108.00e-010.313
204962SLC44A5HTA12-26-1HumanPancreasPDAC1.03e-147.87e-010.3728
204962SLC44A5HTA12-29-1HumanPancreasPDAC9.39e-398.57e-010.3722
204962SLC44A5HTA12-30-1HumanPancreasPDAC1.14e-028.13e-010.3671
204962SLC44A5HTA12-32-1HumanPancreasPDAC1.46e-039.05e-010.3624
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052317LungIACCholine metabolism in cancer23/105398/84651.72e-039.66e-036.41e-0323
hsa0523112LungIACCholine metabolism in cancer23/105398/84651.72e-039.66e-036.41e-0323
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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
SLC44A5SNVMissense_Mutationc.37G>Cp.Glu13Glnp.E13Qprotein_codingtolerated(0.28)benign(0.131)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SLC44A5SNVMissense_Mutationc.1223N>Tp.Pro408Leup.P408Lprotein_codingtolerated(0.07)benign(0.021)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC44A5SNVMissense_Mutationnovelc.463N>Tp.Pro155Serp.P155Sprotein_codingtolerated(0.37)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC44A5SNVMissense_Mutationc.394N>Gp.Gln132Glup.Q132Eprotein_codingtolerated(0.14)benign(0.003)TCGA-E2-A150-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC44A5deletionFrame_Shift_Delc.1332delNp.Gly445GlufsTer24p.G445Efs*24protein_codingTCGA-E9-A22G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SLC44A5SNVMissense_Mutationnovelc.1130N>Ap.Thr377Asnp.T377Nprotein_codingdeleterious(0)probably_damaging(0.992)TCGA-EK-A2RM-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC44A5SNVMissense_Mutationnovelc.526N>Gp.Lys176Glup.K176Eprotein_codingtolerated(0.17)benign(0.005)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
SLC44A5SNVMissense_Mutationc.1073N>Gp.Lys358Argp.K358Rprotein_codingtolerated(0.16)benign(0.097)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC44A5SNVMissense_Mutationc.746N>Cp.Leu249Prop.L249Pprotein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SLC44A5SNVMissense_Mutationc.1973N>Ap.Phe658Tyrp.F658Yprotein_codingdeleterious(0.03)benign(0.393)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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