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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: SLC44A1

Gene summary for SLC44A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC44A1

Gene ID

23446

Gene namesolute carrier family 44 member 1
Gene AliasCD92
Cytomap9q31.1-q31.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q8WWI5


Top

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
23446SLC44A1HTA11_1938_2000001011HumanColorectumAD1.19e-034.84e-01-0.0811
23446SLC44A1HTA11_78_2000001011HumanColorectumAD5.93e-108.42e-01-0.1088
23446SLC44A1HTA11_347_2000001011HumanColorectumAD1.60e-401.25e+00-0.1954
23446SLC44A1HTA11_411_2000001011HumanColorectumSER7.28e-078.36e-01-0.2602
23446SLC44A1HTA11_83_2000001011HumanColorectumSER1.45e-025.07e-01-0.1526
23446SLC44A1HTA11_2992_2000001011HumanColorectumSER2.14e-057.77e-01-0.1706
23446SLC44A1HTA11_5212_2000001011HumanColorectumAD1.49e-036.85e-01-0.2061
23446SLC44A1HTA11_7862_2000001011HumanColorectumAD4.79e-025.46e-01-0.0179
23446SLC44A1HTA11_99999965062_69753HumanColorectumMSI-H1.56e-039.04e-010.3487
23446SLC44A1HTA11_99999965104_69814HumanColorectumMSS2.59e-098.05e-010.281
23446SLC44A1HTA11_99999974143_84620HumanColorectumMSS4.02e-07-4.07e-010.3005
23446SLC44A1F007HumanColorectumFAP9.82e-06-3.79e-010.1176
23446SLC44A1A001-C-207HumanColorectumFAP2.56e-06-3.29e-010.1278
23446SLC44A1A015-C-203HumanColorectumFAP1.47e-25-3.96e-01-0.1294
23446SLC44A1A015-C-204HumanColorectumFAP5.50e-07-2.80e-01-0.0228
23446SLC44A1A014-C-040HumanColorectumFAP5.48e-05-3.54e-01-0.1184
23446SLC44A1A002-C-201HumanColorectumFAP6.04e-16-3.90e-010.0324
23446SLC44A1A002-C-203HumanColorectumFAP1.10e-04-1.65e-010.2786
23446SLC44A1A001-C-119HumanColorectumFAP1.95e-12-5.96e-01-0.1557
23446SLC44A1A001-C-108HumanColorectumFAP2.44e-19-4.62e-01-0.0272
Page: 1 2 3 4 5 6 7 8 

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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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:0150104ColorectumMSStransport across blood-brain barrier28/346787/187231.54e-031.41e-0228
GO:0010232ColorectumMSSvascular transport28/346788/187231.87e-031.64e-0228
GO:01501041ColorectumFAPtransport across blood-brain barrier25/262287/187232.63e-043.59e-0325
GO:00102321ColorectumFAPvascular transport25/262288/187233.19e-044.12e-0325
GO:0003018ColorectumFAPvascular process in circulatory system56/2622263/187237.67e-048.12e-0356
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
Page: 1 2 3 

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
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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
SLC44A1SNVMissense_Mutationrs775962181c.847G>Cp.Glu283Glnp.E283QQ8WWI5protein_codingtolerated(0.26)benign(0.01)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SLC44A1SNVMissense_Mutationc.1553C>Tp.Ala518Valp.A518VQ8WWI5protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC44A1SNVMissense_Mutationnovelc.136T>Cp.Cys46Argp.C46RQ8WWI5protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC44A1SNVMissense_Mutationrs201488869c.1955N>Tp.Ser652Leup.S652LQ8WWI5protein_codingtolerated(0.27)benign(0.012)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC44A1SNVMissense_Mutationrs759502338c.70N>Tp.Arg24Cysp.R24CQ8WWI5protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC44A1SNVMissense_Mutationrs748507423c.1309C>Tp.Arg437Cysp.R437CQ8WWI5protein_codingtolerated(0.35)benign(0.018)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
SLC44A1SNVMissense_Mutationrs749635231c.1073N>Cp.Phe358Serp.F358SQ8WWI5protein_codingtolerated(0.57)benign(0.018)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
SLC44A1SNVMissense_Mutationc.1735N>Tp.Ala579Serp.A579SQ8WWI5protein_codingtolerated(0.19)benign(0.166)TCGA-OL-A6VQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC44A1SNVMissense_Mutationrs768207933c.524N>Ap.Arg175Hisp.R175HQ8WWI5protein_codingdeleterious(0)probably_damaging(0.926)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC44A1SNVMissense_Mutationnovelc.440N>Tp.Ser147Phep.S147FQ8WWI5protein_codingtolerated(0.32)benign(0.031)TCGA-C5-A7CG-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 

Top

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
23446SLC44A1TRANSPORTER, DRUGGABLE GENOMEinhibitor178101222HEMICHOLINIUM-3
Page: 1