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: PICK1

Gene summary for PICK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PICK1

Gene ID

9463

Gene nameprotein interacting with PRKCA 1
Gene AliasPICK
Cytomap22q13.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R1J5


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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
9463PICK1LZE7THumanEsophagusESCC2.62e-032.59e-010.0667
9463PICK1LZE24THumanEsophagusESCC9.53e-112.62e-010.0596
9463PICK1P1T-EHumanEsophagusESCC1.09e-104.05e-010.0875
9463PICK1P2T-EHumanEsophagusESCC1.05e-192.36e-010.1177
9463PICK1P4T-EHumanEsophagusESCC1.28e-102.68e-010.1323
9463PICK1P5T-EHumanEsophagusESCC1.20e-081.11e-010.1327
9463PICK1P8T-EHumanEsophagusESCC7.06e-132.47e-010.0889
9463PICK1P9T-EHumanEsophagusESCC2.36e-101.60e-010.1131
9463PICK1P10T-EHumanEsophagusESCC4.76e-376.88e-010.116
9463PICK1P11T-EHumanEsophagusESCC7.61e-144.84e-010.1426
9463PICK1P12T-EHumanEsophagusESCC1.17e-183.45e-010.1122
9463PICK1P15T-EHumanEsophagusESCC3.97e-153.49e-010.1149
9463PICK1P16T-EHumanEsophagusESCC1.92e-153.77e-010.1153
9463PICK1P17T-EHumanEsophagusESCC9.13e-093.02e-010.1278
9463PICK1P20T-EHumanEsophagusESCC4.04e-091.84e-010.1124
9463PICK1P21T-EHumanEsophagusESCC1.08e-153.91e-010.1617
9463PICK1P22T-EHumanEsophagusESCC3.84e-151.95e-010.1236
9463PICK1P23T-EHumanEsophagusESCC4.70e-234.90e-010.108
9463PICK1P24T-EHumanEsophagusESCC9.47e-112.58e-010.1287
9463PICK1P26T-EHumanEsophagusESCC2.28e-163.53e-010.1276
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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
∗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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031334111EsophagusESCCpositive regulation of protein-containing complex assembly166/8552237/187232.06e-141.07e-12166
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:1902905111EsophagusESCCpositive regulation of supramolecular fiber organization142/8552209/187235.51e-111.76e-09142
GO:0070482111EsophagusESCCresponse to oxygen levels218/8552347/187236.91e-112.17e-09218
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:000689017EsophagusESCCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum46/855252/187231.23e-103.66e-0946
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:0036293111EsophagusESCCresponse to decreased oxygen levels201/8552322/187238.37e-102.04e-08201
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:005149520EsophagusESCCpositive regulation of cytoskeleton organization147/8552226/187232.93e-096.38e-08147
GO:0051258111EsophagusESCCprotein polymerization183/8552297/187231.94e-083.75e-07183
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
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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
PICK1SNVMissense_Mutationnovelc.535N>Ap.Glu179Lysp.E179KQ9NRD5protein_codingtolerated(0.47)benign(0.003)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PICK1SNVMissense_Mutationc.205N>Ap.Glu69Lysp.E69KQ9NRD5protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PICK1SNVMissense_Mutationrs759886998c.229N>Gp.Ser77Alap.S77AQ9NRD5protein_codingtolerated(0.08)benign(0.013)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PICK1SNVMissense_Mutationrs759886998c.229N>Gp.Ser77Alap.S77AQ9NRD5protein_codingtolerated(0.08)benign(0.013)TCGA-D8-A1JH-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapynolvadexSD
PICK1SNVMissense_Mutationrs200906170c.613N>Ap.Glu205Lysp.E205KQ9NRD5protein_codingtolerated(0.08)possibly_damaging(0.651)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PICK1insertionFrame_Shift_Insnovelc.190_191insCCTCTGTTTCCCAGGCTCAAGCGATCCTCCCACCp.Val64AlafsTer17p.V64Afs*17Q9NRD5protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PICK1insertionFrame_Shift_Insnovelc.503_504insTAGCGAGAGTCCCCCGGp.Glu168AspfsTer32p.E168Dfs*32Q9NRD5protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
PICK1SNVMissense_Mutationnovelc.868N>Ap.Gly290Serp.G290SQ9NRD5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PICK1SNVMissense_Mutationnovelc.887N>Cp.Leu296Prop.L296PQ9NRD5protein_codingdeleterious(0.03)probably_damaging(0.981)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PICK1SNVMissense_Mutationc.920N>Ap.Arg307Hisp.R307HQ9NRD5protein_codingdeleterious(0)possibly_damaging(0.787)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
9463PICK1KINASE, TRANSPORTERmethamphetamineMETHAMPHETAMINE17606663
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