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: PPP1R37

Gene summary for PPP1R37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPP1R37

Gene ID

284352

Gene nameprotein phosphatase 1 regulatory subunit 37
Gene AliasLRRC68
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

O75864


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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
284352PPP1R37P27T-EHumanEsophagusESCC6.49e-244.00e-010.1055
284352PPP1R37P28T-EHumanEsophagusESCC1.58e-264.89e-010.1149
284352PPP1R37P30T-EHumanEsophagusESCC1.05e-113.86e-010.137
284352PPP1R37P31T-EHumanEsophagusESCC2.87e-192.98e-010.1251
284352PPP1R37P32T-EHumanEsophagusESCC2.19e-203.28e-010.1666
284352PPP1R37P36T-EHumanEsophagusESCC8.96e-123.83e-010.1187
284352PPP1R37P37T-EHumanEsophagusESCC9.65e-152.89e-010.1371
284352PPP1R37P39T-EHumanEsophagusESCC7.49e-091.77e-010.0894
284352PPP1R37P40T-EHumanEsophagusESCC6.67e-102.68e-010.109
284352PPP1R37P42T-EHumanEsophagusESCC5.45e-112.65e-010.1175
284352PPP1R37P44T-EHumanEsophagusESCC1.96e-041.16e-010.1096
284352PPP1R37P47T-EHumanEsophagusESCC1.28e-132.33e-010.1067
284352PPP1R37P48T-EHumanEsophagusESCC7.31e-152.41e-010.0959
284352PPP1R37P49T-EHumanEsophagusESCC6.00e-083.94e-010.1768
284352PPP1R37P52T-EHumanEsophagusESCC8.37e-183.95e-010.1555
284352PPP1R37P54T-EHumanEsophagusESCC4.03e-316.44e-010.0975
284352PPP1R37P56T-EHumanEsophagusESCC4.78e-046.31e-010.1613
284352PPP1R37P57T-EHumanEsophagusESCC4.15e-133.61e-010.0926
284352PPP1R37P61T-EHumanEsophagusESCC1.19e-214.62e-010.099
284352PPP1R37P62T-EHumanEsophagusESCC1.94e-324.97e-010.1302
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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
PPP1R37SNVMissense_Mutationnovelc.1718N>Ap.Arg573Glnp.R573QO75864protein_codingdeleterious(0)probably_damaging(0.965)TCGA-E9-A5UO-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationc.1159N>Ap.Glu387Lysp.E387KO75864protein_codingdeleterious(0.03)benign(0.047)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PPP1R37SNVMissense_Mutationnovelc.1400N>Tp.Pro467Leup.P467LO75864protein_codingdeleterious(0.04)benign(0.026)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PPP1R37SNVMissense_Mutationnovelc.1000N>Gp.Ser334Glyp.S334GO75864protein_codingtolerated(0.07)benign(0.011)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationnovelc.1643G>Ap.Ser548Asnp.S548NO75864protein_codingtolerated_low_confidence(0.2)benign(0.102)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationnovelc.328N>Ap.Asp110Asnp.D110NO75864protein_codingtolerated(0.05)benign(0.011)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationnovelc.1295N>Tp.Ala432Valp.A432VO75864protein_codingtolerated(0.13)benign(0.043)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationnovelc.455C>Tp.Ser152Leup.S152LO75864protein_codingtolerated(0.07)benign(0.173)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationrs757346574c.569C>Tp.Thr190Metp.T190MO75864protein_codingdeleterious(0)benign(0.301)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PPP1R37SNVMissense_Mutationnovelc.1435G>Ap.Ala479Thrp.A479TO75864protein_codingtolerated(0.61)benign(0.043)TCGA-EO-A22U-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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