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: SLC44A3

Gene summary for SLC44A3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC44A3

Gene ID

126969

Gene namesolute carrier family 44 member 3
Gene AliasCTL3
Cytomap1p21.3
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q8N4M1


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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
126969SLC44A3HTA11_3410_2000001011HumanColorectumAD4.95e-13-5.03e-010.0155
126969SLC44A3HTA11_2487_2000001011HumanColorectumSER4.35e-03-3.72e-01-0.1808
126969SLC44A3HTA11_3361_2000001011HumanColorectumAD1.09e-03-4.47e-01-0.1207
126969SLC44A3HTA11_866_3004761011HumanColorectumAD3.87e-09-5.19e-010.096
126969SLC44A3HTA11_99999970781_79442HumanColorectumMSS1.13e-18-6.44e-010.294
126969SLC44A3HTA11_99999971662_82457HumanColorectumMSS2.57e-09-5.46e-010.3859
126969SLC44A3HTA11_99999974143_84620HumanColorectumMSS4.46e-07-5.05e-010.3005
126969SLC44A3A001-C-207HumanColorectumFAP1.14e-02-2.96e-010.1278
126969SLC44A3A015-C-203HumanColorectumFAP6.31e-28-4.52e-01-0.1294
126969SLC44A3A015-C-204HumanColorectumFAP1.10e-05-1.89e-01-0.0228
126969SLC44A3A014-C-040HumanColorectumFAP6.55e-08-6.57e-01-0.1184
126969SLC44A3A002-C-201HumanColorectumFAP3.53e-12-2.24e-010.0324
126969SLC44A3A001-C-119HumanColorectumFAP5.66e-07-3.75e-01-0.1557
126969SLC44A3A001-C-108HumanColorectumFAP7.89e-14-2.47e-01-0.0272
126969SLC44A3A002-C-205HumanColorectumFAP4.20e-29-4.60e-01-0.1236
126969SLC44A3A001-C-104HumanColorectumFAP4.25e-02-9.41e-020.0184
126969SLC44A3A015-C-006HumanColorectumFAP1.48e-20-4.97e-01-0.0994
126969SLC44A3A015-C-106HumanColorectumFAP4.44e-10-1.03e-01-0.0511
126969SLC44A3A002-C-114HumanColorectumFAP1.90e-20-4.48e-01-0.1561
126969SLC44A3A015-C-104HumanColorectumFAP3.59e-28-4.75e-01-0.1899
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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:0006650ColorectumADglycerophospholipid metabolic process83/3918306/187235.40e-033.55e-0283
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0045017ColorectumADglycerolipid biosynthetic process69/3918252/187238.33e-034.88e-0269
GO:0046486ColorectumSERglycerolipid metabolic process82/2897392/187232.26e-032.17e-0282
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00450171ColorectumSERglycerolipid biosynthetic process55/2897252/187234.47e-033.56e-0255
GO:00066501ColorectumSERglycerophospholipid metabolic process64/2897306/187236.41e-034.60e-0264
GO:0008654ColorectumFAPphospholipid biosynthetic process54/2622253/187238.88e-049.08e-0354
GO:00066502ColorectumFAPglycerophospholipid metabolic process62/2622306/187231.54e-031.38e-0262
GO:00066442ColorectumFAPphospholipid metabolic process74/2622383/187232.24e-031.83e-0274
GO:0046474ColorectumFAPglycerophospholipid biosynthetic process44/2622211/187233.98e-032.76e-0244
GO:00450172ColorectumFAPglycerolipid biosynthetic process50/2622252/187236.32e-033.95e-0250
GO:00086541ColorectumCRCphospholipid biosynthetic process49/2078253/187237.07e-051.51e-0349
GO:00066503ColorectumCRCglycerophospholipid metabolic process55/2078306/187232.10e-043.55e-0355
GO:00450173ColorectumCRCglycerolipid biosynthetic process47/2078252/187232.47e-044.06e-0347
GO:00066443ColorectumCRCphospholipid metabolic process65/2078383/187233.21e-044.95e-0365
GO:00464741ColorectumCRCglycerophospholipid biosynthetic process40/2078211/187234.91e-047.02e-0340
GO:00464861ColorectumCRCglycerolipid metabolic process64/2078392/187231.01e-031.19e-0264
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05231ColorectumMSSCholine metabolism in cancer34/187598/84652.90e-031.39e-028.50e-0334
hsa052311ColorectumMSSCholine metabolism in cancer34/187598/84652.90e-031.39e-028.50e-0334
hsa052312ColorectumFAPCholine metabolism in cancer29/140498/84659.03e-045.20e-033.16e-0329
hsa052313ColorectumFAPCholine metabolism in cancer29/140498/84659.03e-045.20e-033.16e-0329
hsa052314ColorectumCRCCholine metabolism in cancer24/109198/84651.21e-039.84e-036.67e-0324
hsa052315ColorectumCRCCholine metabolism in cancer24/109198/84651.21e-039.84e-036.67e-0324
hsa052319EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
hsa0523114EsophagusESCCCholine metabolism in cancer61/420598/84657.97e-031.92e-029.84e-0361
hsa052316LiverHCCCholine metabolism in cancer57/402098/84652.14e-024.90e-022.72e-0257
hsa0523111LiverHCCCholine metabolism in cancer57/402098/84652.14e-024.90e-022.72e-0257
hsa052317LungIACCholine metabolism in cancer23/105398/84651.72e-039.66e-036.41e-0323
hsa0523112LungIACCholine metabolism in cancer23/105398/84651.72e-039.66e-036.41e-0323
hsa0523121LungAISCholine metabolism in cancer23/96198/84654.87e-044.39e-032.81e-0323
hsa0523131LungAISCholine metabolism in cancer23/96198/84654.87e-044.39e-032.81e-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
SLC44A3SNVMissense_Mutationc.364G>Ap.Glu122Lysp.E122KQ8N4M1protein_codingtolerated(0.28)benign(0.388)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC44A3insertionIn_Frame_Insrs753844278c.1805_1806insAACAACp.Thr603_Asn604insThrThrp.T603_N604insTTQ8N4M1protein_codingTCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
SLC44A3SNVMissense_Mutationc.1451N>Ap.Cys484Tyrp.C484YQ8N4M1protein_codingdeleterious(0.02)benign(0.012)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SLC44A3SNVMissense_Mutationrs779346651c.334C>Tp.Arg112Cysp.R112CQ8N4M1protein_codingdeleterious(0.01)benign(0.249)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC44A3SNVMissense_Mutationc.556N>Gp.Cys186Glyp.C186GQ8N4M1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SLC44A3SNVMissense_Mutationc.371N>Gp.Gln124Argp.Q124RQ8N4M1protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SLC44A3SNVMissense_Mutationc.1277N>Tp.Ser426Phep.S426FQ8N4M1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SLC44A3SNVMissense_Mutationc.1655T>Gp.Leu552Argp.L552RQ8N4M1protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SLC44A3SNVMissense_Mutationc.1332A>Cp.Leu444Phep.L444FQ8N4M1protein_codingtolerated(0.06)benign(0.067)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SLC44A3SNVMissense_Mutationnovelc.1112N>Cp.Lys371Thrp.K371TQ8N4M1protein_codingtolerated(0.15)benign(0.007)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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