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: PID1

Gene summary for PID1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PID1

Gene ID

55022

Gene namephosphotyrosine interaction domain containing 1
Gene AliasHMFN2073
Cytomap2q36.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q7Z2X4


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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
55022PID1HTA11_3410_2000001011HumanColorectumAD2.27e-18-6.95e-010.0155
55022PID1HTA11_2487_2000001011HumanColorectumSER3.75e-03-4.58e-01-0.1808
55022PID1HTA11_347_2000001011HumanColorectumAD6.87e-127.05e-01-0.1954
55022PID1HTA11_3361_2000001011HumanColorectumAD2.85e-08-7.99e-01-0.1207
55022PID1HTA11_866_3004761011HumanColorectumAD5.41e-05-5.51e-010.096
55022PID1HTA11_4255_2000001011HumanColorectumSER4.85e-02-7.30e-010.0446
55022PID1HTA11_8622_2000001021HumanColorectumSER5.52e-04-7.72e-010.0528
55022PID1HTA11_10711_2000001011HumanColorectumAD1.13e-07-7.06e-010.0338
55022PID1HTA11_7696_3000711011HumanColorectumAD4.55e-20-6.83e-010.0674
55022PID1HTA11_7469_2000001011HumanColorectumAD1.93e-03-3.82e-01-0.0124
55022PID1HTA11_99999970781_79442HumanColorectumMSS1.44e-44-9.88e-010.294
55022PID1HTA11_99999971662_82457HumanColorectumMSS8.41e-43-1.01e+000.3859
55022PID1HTA11_99999973899_84307HumanColorectumMSS8.46e-07-7.97e-010.2585
55022PID1HTA11_99999974143_84620HumanColorectumMSS9.35e-39-9.09e-010.3005
55022PID1A001-C-207HumanColorectumFAP3.23e-03-4.05e-010.1278
55022PID1A015-C-203HumanColorectumFAP1.39e-27-6.74e-01-0.1294
55022PID1A015-C-204HumanColorectumFAP7.98e-06-4.06e-01-0.0228
55022PID1A014-C-040HumanColorectumFAP8.80e-05-5.88e-01-0.1184
55022PID1A002-C-201HumanColorectumFAP2.51e-12-5.07e-010.0324
55022PID1A001-C-119HumanColorectumFAP9.03e-17-8.31e-01-0.1557
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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
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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:1905475ColorectumADregulation of protein localization to membrane73/3918175/187233.37e-102.93e-0873
GO:0009144ColorectumADpurine nucleoside triphosphate metabolic process43/391888/187235.05e-093.19e-0743
GO:1903076ColorectumADregulation of protein localization to plasma membrane48/3918104/187237.17e-094.36e-0748
GO:1904375ColorectumADregulation of protein localization to cell periphery54/3918125/187231.52e-089.00e-0754
GO:0009205ColorectumADpurine ribonucleoside triphosphate metabolic process39/391882/187236.58e-083.40e-0639
GO:0009141ColorectumADnucleoside triphosphate metabolic process48/3918112/187231.27e-076.02e-0648
GO:0006754ColorectumADATP biosynthetic process30/391857/187231.27e-076.02e-0630
GO:0009145ColorectumADpurine nucleoside triphosphate biosynthetic process34/391869/187231.54e-076.78e-0634
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PID1SNVMissense_Mutationrs374635933c.640N>Ap.Ala214Thrp.A214TQ7Z2X4protein_codingtolerated(0.22)benign(0.141)TCGA-BH-A0HW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PID1SNVMissense_Mutationnovelc.64C>Ap.Leu22Ilep.L22IQ7Z2X4protein_codingtolerated_low_confidence(0.1)benign(0)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PID1SNVMissense_Mutationnovelc.95G>Ap.Arg32Hisp.R32HQ7Z2X4protein_codingdeleterious_low_confidence(0.01)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PID1SNVMissense_Mutationc.209N>Cp.Glu70Alap.E70AQ7Z2X4protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.98)TCGA-EA-A3HQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PID1SNVMissense_Mutationnovelc.619G>Ap.Glu207Lysp.E207KQ7Z2X4protein_codingtolerated(0.63)probably_damaging(0.951)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PID1SNVMissense_Mutationc.471N>Ap.His157Glnp.H157QQ7Z2X4protein_codingdeleterious(0.01)benign(0.313)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PID1SNVMissense_Mutationrs267599242c.118G>Ap.Glu40Lysp.E40KQ7Z2X4protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PID1SNVMissense_Mutationnovelc.22N>Tp.Arg8Cysp.R8CQ7Z2X4protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.835)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PID1SNVMissense_Mutationc.511N>Ap.Ala171Thrp.A171TQ7Z2X4protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PID1SNVMissense_Mutationrs756817470c.415N>Tp.Arg139Trpp.R139WQ7Z2X4protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=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
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