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: SMPD1

Gene summary for SMPD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMPD1

Gene ID

6609

Gene namesphingomyelin phosphodiesterase 1
Gene AliasASM
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P17405


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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
6609SMPD1LZE7THumanEsophagusESCC7.77e-052.62e-010.0667
6609SMPD1LZE24THumanEsophagusESCC2.17e-072.32e-010.0596
6609SMPD1P2T-EHumanEsophagusESCC9.81e-111.70e-010.1177
6609SMPD1P4T-EHumanEsophagusESCC4.67e-072.61e-010.1323
6609SMPD1P8T-EHumanEsophagusESCC7.93e-131.86e-010.0889
6609SMPD1P9T-EHumanEsophagusESCC5.71e-082.66e-010.1131
6609SMPD1P10T-EHumanEsophagusESCC9.06e-192.67e-010.116
6609SMPD1P11T-EHumanEsophagusESCC1.14e-125.68e-010.1426
6609SMPD1P12T-EHumanEsophagusESCC3.17e-142.66e-010.1122
6609SMPD1P15T-EHumanEsophagusESCC1.15e-051.19e-010.1149
6609SMPD1P16T-EHumanEsophagusESCC7.72e-071.20e-010.1153
6609SMPD1P20T-EHumanEsophagusESCC1.39e-051.05e-010.1124
6609SMPD1P21T-EHumanEsophagusESCC2.25e-192.46e-010.1617
6609SMPD1P22T-EHumanEsophagusESCC1.89e-049.67e-020.1236
6609SMPD1P24T-EHumanEsophagusESCC1.70e-081.91e-010.1287
6609SMPD1P26T-EHumanEsophagusESCC8.97e-152.02e-010.1276
6609SMPD1P27T-EHumanEsophagusESCC2.65e-111.07e-010.1055
6609SMPD1P28T-EHumanEsophagusESCC7.38e-141.58e-010.1149
6609SMPD1P31T-EHumanEsophagusESCC1.90e-042.81e-020.1251
6609SMPD1P32T-EHumanEsophagusESCC2.90e-265.11e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:005212612LiverHCCmovement in host environment109/7958175/187239.58e-081.89e-06109
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:001003822LiverHCCresponse to metal ion208/7958373/187231.35e-072.56e-06208
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:003530412LiverHCCregulation of protein dephosphorylation62/795890/187233.66e-076.22e-0662
GO:000646912LiverHCCnegative regulation of protein kinase activity126/7958212/187234.55e-077.49e-06126
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:003434011LiverHCCresponse to type I interferon43/795858/187239.93e-071.50e-0543
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
GO:003530312LiverHCCregulation of dephosphorylation80/7958128/187233.85e-064.98e-0580
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:001021221LiverHCCresponse to ionizing radiation89/7958148/187231.10e-051.26e-0489
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:004206022LiverHCCwound healing219/7958422/187235.34e-055.04e-04219
GO:007190021LiverHCCregulation of protein serine/threonine kinase activity189/7958359/187235.97e-055.47e-04189
GO:004440912LiverHCCentry into host88/7958151/187236.47e-055.91e-0488
GO:003010021LiverHCCregulation of endocytosis117/7958211/187239.56e-058.32e-04117
GO:00464342LiverHCCorganophosphate catabolic process89/7958155/187231.24e-041.03e-0389
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa040718LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa0407111LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa0407114Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0407115Oral cavityOSCCSphingolipid signaling pathway82/3704121/84656.97e-085.08e-072.58e-0782
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0060011Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
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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
SMPD1SNVMissense_Mutationrs120074122c.730N>Ap.Gly244Argp.G244RP17405protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0T5-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificTaxotereSD
SMPD1SNVMissense_Mutationc.242G>Cp.Arg81Prop.R81PP17405protein_codingtolerated(0.11)benign(0.009)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
SMPD1SNVMissense_Mutationnovelc.857N>Gp.Val286Glyp.V286GP17405protein_codingdeleterious(0)probably_damaging(0.936)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SMPD1insertionIn_Frame_Insnovelc.1118_1119insTCTATCTGAGATGATGTCCCCAGAACTGGGGGGp.Pro373_Tyr374insLeuSerGluMetMetSerProGluLeuGlyGlyp.P373_Y374insLSEMMSPELGGP17405protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SMPD1SNVMissense_Mutationnovelc.299N>Tp.Ala100Valp.A100VP17405protein_codingtolerated(0.98)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMPD1SNVMissense_Mutationnovelc.1616N>Gp.Tyr539Cysp.Y539CP17405protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMPD1SNVMissense_Mutationnovelc.1627N>Cp.Glu543Glnp.E543QP17405protein_codingtolerated(0.14)possibly_damaging(0.535)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
SMPD1SNVMissense_Mutationc.357N>Gp.Ile119Metp.I119MP17405protein_codingtolerated(0.21)benign(0.402)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SMPD1SNVMissense_Mutationnovelc.1283T>Cp.Ile428Thrp.I428TP17405protein_codingdeleterious(0)probably_damaging(0.984)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMPD1SNVMissense_Mutationrs373508268c.1037N>Tp.Ala346Valp.A346VP17405protein_codingtolerated(0.06)possibly_damaging(0.721)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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
6609SMPD1ENZYME, DRUGGABLE GENOMEinhibitor404859087
6609SMPD1ENZYME, DRUGGABLE GENOMEinhibitor404859086
6609SMPD1ENZYME, DRUGGABLE GENOMEAMIODARONE HYDROCHLORIDEAMIODARONE HYDROCHLORIDE
6609SMPD1ENZYME, DRUGGABLE GENOMEETIDRONIC ACIDETIDRONIC ACID
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