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: PQLC2

Gene summary for PQLC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PQLC2

Gene ID

54896

Gene namesolute carrier family 66 member 1
Gene AliasLAAT-1
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0003333

UniProtAcc

A0A024RA97


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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
54896PQLC2P1T-EHumanEsophagusESCC4.62e-031.54e-010.0875
54896PQLC2P2T-EHumanEsophagusESCC1.69e-162.75e-010.1177
54896PQLC2P4T-EHumanEsophagusESCC6.14e-112.24e-010.1323
54896PQLC2P5T-EHumanEsophagusESCC3.97e-049.61e-020.1327
54896PQLC2P8T-EHumanEsophagusESCC9.35e-101.71e-010.0889
54896PQLC2P9T-EHumanEsophagusESCC2.41e-061.58e-010.1131
54896PQLC2P10T-EHumanEsophagusESCC7.31e-142.80e-010.116
54896PQLC2P11T-EHumanEsophagusESCC1.13e-062.55e-010.1426
54896PQLC2P12T-EHumanEsophagusESCC7.31e-142.61e-010.1122
54896PQLC2P15T-EHumanEsophagusESCC2.31e-152.79e-010.1149
54896PQLC2P16T-EHumanEsophagusESCC8.84e-051.20e-010.1153
54896PQLC2P17T-EHumanEsophagusESCC1.49e-052.27e-010.1278
54896PQLC2P19T-EHumanEsophagusESCC2.24e-095.35e-010.1662
54896PQLC2P20T-EHumanEsophagusESCC4.83e-122.69e-010.1124
54896PQLC2P21T-EHumanEsophagusESCC2.25e-224.35e-010.1617
54896PQLC2P22T-EHumanEsophagusESCC9.02e-112.07e-010.1236
54896PQLC2P23T-EHumanEsophagusESCC6.47e-173.58e-010.108
54896PQLC2P24T-EHumanEsophagusESCC4.12e-112.19e-010.1287
54896PQLC2P26T-EHumanEsophagusESCC5.79e-162.17e-010.1276
54896PQLC2P27T-EHumanEsophagusESCC7.30e-092.33e-010.1055
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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
∗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
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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
PQLC2SNVMissense_Mutationc.653C>Ap.Ser218Tyrp.S218YQ6ZP29protein_codingtolerated(0.47)benign(0.062)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PQLC2SNVMissense_Mutationc.53N>Ap.Ser18Tyrp.S18YQ6ZP29protein_codingdeleterious(0)benign(0.396)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PQLC2SNVMissense_Mutationc.292C>Ap.Gln98Lysp.Q98KQ6ZP29protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PQLC2SNVMissense_Mutationnovelc.199N>Cp.Asp67Hisp.D67HQ6ZP29protein_codingtolerated(0.14)possibly_damaging(0.841)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PQLC2SNVMissense_Mutationc.59A>Gp.Gln20Argp.Q20RQ6ZP29protein_codingtolerated(1)benign(0.001)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PQLC2SNVMissense_Mutationrs756272440c.683C>Tp.Thr228Metp.T228MQ6ZP29protein_codingtolerated(0.15)benign(0.067)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PQLC2SNVMissense_Mutationrs546350739c.106N>Ap.Glu36Lysp.E36KQ6ZP29protein_codingtolerated(0.29)benign(0.001)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PQLC2SNVMissense_Mutationrs755077935c.206C>Tp.Ala69Valp.A69VQ6ZP29protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
PQLC2insertionFrame_Shift_Insnovelc.579_580dupGTp.Leu194CysfsTer31p.L194Cfs*31Q6ZP29protein_codingTCGA-F4-6569-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
PQLC2SNVMissense_Mutationc.661N>Ap.Ala221Thrp.A221TQ6ZP29protein_codingdeleterious(0.01)benign(0.322)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<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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