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: PIGM

Gene summary for PIGM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIGM

Gene ID

93183

Gene namephosphatidylinositol glycan anchor biosynthesis class M
Gene AliasGPI-MT-I
Cytomap1q23.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9H3S5


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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
93183PIGMHTA11_3410_2000001011HumanColorectumAD6.00e-081.93e-010.0155
93183PIGMHTA11_2487_2000001011HumanColorectumSER7.05e-061.89e-01-0.1808
93183PIGMHTA11_1938_2000001011HumanColorectumAD3.43e-082.65e-01-0.0811
93183PIGMHTA11_78_2000001011HumanColorectumAD2.54e-123.32e-01-0.1088
93183PIGMHTA11_347_2000001011HumanColorectumAD2.45e-204.03e-01-0.1954
93183PIGMHTA11_3361_2000001011HumanColorectumAD1.34e-032.02e-01-0.1207
93183PIGMHTA11_696_2000001011HumanColorectumAD1.96e-102.05e-01-0.1464
93183PIGMHTA11_866_2000001011HumanColorectumAD9.04e-051.31e-01-0.1001
93183PIGMHTA11_1391_2000001011HumanColorectumAD2.86e-092.38e-01-0.059
93183PIGMHTA11_7862_2000001011HumanColorectumAD7.36e-062.52e-01-0.0179
93183PIGMHTA11_866_3004761011HumanColorectumAD9.05e-122.55e-010.096
93183PIGMHTA11_8622_2000001021HumanColorectumSER4.45e-031.83e-010.0528
93183PIGMHTA11_10623_2000001011HumanColorectumAD6.46e-073.00e-01-0.0177
93183PIGMHTA11_10711_2000001011HumanColorectumAD7.11e-072.02e-010.0338
93183PIGMHTA11_7696_3000711011HumanColorectumAD3.52e-132.41e-010.0674
93183PIGMHTA11_7469_2000001011HumanColorectumAD1.45e-043.33e-01-0.0124
93183PIGMHTA11_6818_2000001021HumanColorectumAD1.54e-062.42e-010.0588
93183PIGMHTA11_99999970781_79442HumanColorectumMSS1.15e-203.70e-010.294
93183PIGMHTA11_99999965062_69753HumanColorectumMSI-H3.42e-044.33e-010.3487
93183PIGMHTA11_99999965104_69814HumanColorectumMSS7.13e-205.64e-010.281
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
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:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00464744EsophagusESCCglycerophospholipid biosynthetic process135/8552211/187235.75e-081.02e-06135
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00450175EsophagusESCCglycerolipid biosynthetic process154/8552252/187235.20e-076.96e-06154
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00421573EsophagusESCClipoprotein metabolic process86/8552135/187231.78e-051.57e-0486
GO:00064973EsophagusESCCprotein lipidation62/855292/187232.08e-051.80e-0462
GO:00421583EsophagusESCClipoprotein biosynthetic process64/855296/187232.61e-052.20e-0464
GO:00065063EsophagusESCCGPI anchor biosynthetic process26/855232/187233.97e-053.21e-0426
GO:00066505EsophagusESCCglycerophospholipid metabolic process174/8552306/187234.92e-053.85e-04174
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa005632EsophagusESCCGlycosylphosphatidylinositol (GPI)-anchor biosynthesis21/420526/84651.10e-033.42e-031.75e-0321
hsa0056311EsophagusESCCGlycosylphosphatidylinositol (GPI)-anchor biosynthesis21/420526/84651.10e-033.42e-031.75e-0321
hsa00563LiverHCCGlycosylphosphatidylinositol (GPI)-anchor biosynthesis18/402026/84652.08e-024.81e-022.68e-0218
hsa005631LiverHCCGlycosylphosphatidylinositol (GPI)-anchor biosynthesis18/402026/84652.08e-024.81e-022.68e-0218
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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
PIGMSNVMissense_Mutationnovelc.212N>Cp.Arg71Thrp.R71TQ9H3S5protein_codingdeleterious(0)probably_damaging(0.992)TCGA-B6-A3ZX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
PIGMSNVMissense_Mutationrs756019403c.825N>Gp.Phe275Leup.F275LQ9H3S5protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PIGMdeletionFrame_Shift_Delnovelc.536delTp.Met179ArgfsTer6p.M179Rfs*6Q9H3S5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PIGMSNVMissense_Mutationc.1268A>Gp.Asp423Glyp.D423GQ9H3S5protein_codingdeleterious_low_confidence(0.01)benign(0.307)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIGMSNVMissense_Mutationnovelc.188N>Gp.Thr63Argp.T63RQ9H3S5protein_codingdeleterious(0.02)benign(0.037)TCGA-MA-AA43-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PIGMSNVMissense_Mutationc.292N>Gp.Leu98Valp.L98VQ9H3S5protein_codingtolerated(0.1)benign(0.127)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PIGMinsertionIn_Frame_Insnovelc.299_300insAGAATAp.Ile100_Ser101insGluTyrp.I100_S101insEYQ9H3S5protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PIGMSNVMissense_Mutationnovelc.1152N>Ap.Asn384Lysp.N384KQ9H3S5protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PIGMSNVMissense_Mutationrs758854084c.292N>Ap.Leu98Ilep.L98IQ9H3S5protein_codingtolerated(0.13)benign(0.223)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PIGMSNVMissense_Mutationc.587N>Tp.Pro196Leup.P196LQ9H3S5protein_codingtolerated(0.13)benign(0)TCGA-G4-6293-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilSD
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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
93183PIGMNAmethylphenidateMETHYLPHENIDATE29382897
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