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: PALM

Gene summary for PALM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PALM

Gene ID

5064

Gene nameparalemmin
Gene AliasPALM1
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R207


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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
5064PALMC38HumanOral cavityOSCC1.60e-035.41e-010.172
5064PALMC08HumanOral cavityOSCC3.15e-071.83e-010.1919
5064PALMLN38HumanOral cavityOSCC4.81e-049.24e-010.168
5064PALMmale-WTAHumanThyroidPTC3.25e-343.89e-010.1037
5064PALMPTC01HumanThyroidPTC3.83e-102.36e-010.1899
5064PALMPTC03HumanThyroidPTC1.71e-031.81e-010.1784
5064PALMPTC04HumanThyroidPTC2.69e-111.79e-010.1927
5064PALMPTC05HumanThyroidPTC9.75e-246.93e-010.2065
5064PALMPTC06HumanThyroidPTC6.60e-346.76e-010.2057
5064PALMPTC07HumanThyroidPTC4.92e-233.95e-010.2044
5064PALMATC11HumanThyroidATC3.82e-028.98e-010.3386
5064PALMATC13HumanThyroidATC4.42e-317.07e-010.34
5064PALMATC5HumanThyroidATC6.18e-447.58e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:007265918Oral cavityOSCCprotein localization to plasma membrane169/7305284/187231.69e-127.21e-11169
GO:199077816Oral cavityOSCCprotein localization to cell periphery190/7305333/187231.46e-115.13e-10190
GO:007121416Oral cavityOSCCcellular response to abiotic stimulus186/7305331/187231.38e-104.10e-09186
GO:010400416Oral cavityOSCCcellular response to environmental stimulus186/7305331/187231.38e-104.10e-09186
GO:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
GO:000836016Oral cavityOSCCregulation of cell shape88/7305154/187233.73e-064.42e-0588
GO:003134610Oral cavityOSCCpositive regulation of cell projection organization176/7305353/187231.94e-051.87e-04176
GO:006049110Oral cavityOSCCregulation of cell projection assembly100/7305188/187235.27e-054.38e-04100
GO:012003216Oral cavityOSCCregulation of plasma membrane bounded cell projection assembly98/7305186/187231.00e-047.54e-0498
GO:01200346Oral cavityOSCCpositive regulation of plasma membrane bounded cell projection assembly55/7305105/187233.64e-031.51e-0255
GO:002260417ProstateBPHregulation of cell morphogenesis99/3107309/187231.30e-119.72e-1099
GO:000836010ProstateBPHregulation of cell shape47/3107154/187231.27e-051.70e-0447
GO:002260418ProstateTumorregulation of cell morphogenesis102/3246309/187231.25e-119.49e-10102
GO:000836015ProstateTumorregulation of cell shape51/3246154/187231.42e-062.56e-0551
GO:002260426SkinAKregulation of cell morphogenesis66/1910309/187234.34e-093.30e-0766
GO:000836019SkinAKregulation of cell shape33/1910154/187232.85e-054.97e-0433
GO:0022604111SkinSCCISregulation of cell morphogenesis36/919309/187231.41e-068.79e-0536
GO:0008360110SkinSCCISregulation of cell shape18/919154/187235.64e-048.52e-0318
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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
PALMSNVMissense_Mutationrs370222652c.977N>Tp.Ala326Valp.A326VO75781protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PALMSNVMissense_Mutationc.289N>Tp.Val97Leup.V97LO75781protein_codingtolerated(0.32)benign(0.003)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PALMSNVMissense_Mutationrs372771354c.14C>Tp.Ala5Valp.A5VO75781protein_codingtolerated_low_confidence(0.39)benign(0)TCGA-C5-A7CO-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
PALMSNVMissense_Mutationc.202N>Ap.Glu68Lysp.E68KO75781protein_codingdeleterious(0.02)benign(0.093)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PALMSNVMissense_Mutationc.232N>Ap.Glu78Lysp.E78KO75781protein_codingdeleterious(0.01)probably_damaging(0.933)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
PALMinsertionFrame_Shift_Insnovelc.953_954insCAGGp.Gly319ArgfsTer19p.G319Rfs*19O75781protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PALMSNVMissense_Mutationrs763907757c.55G>Ap.Ala19Thrp.A19TO75781protein_codingdeleterious(0.03)possibly_damaging(0.64)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PALMSNVMissense_Mutationnovelc.1135C>Tp.His379Tyrp.H379YO75781protein_codingdeleterious(0)benign(0.187)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PALMSNVMissense_Mutationc.199N>Ap.Asp67Asnp.D67NO75781protein_codingdeleterious(0.03)benign(0.025)TCGA-CK-5914-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PALMSNVMissense_Mutationc.65G>Ap.Arg22Glnp.R22QO75781protein_codingdeleterious(0.01)possibly_damaging(0.836)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
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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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