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: PALMD

Gene summary for PALMD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PALMD

Gene ID

54873

Gene namepalmdelphin
Gene AliasC1orf11
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A0S2Z5E7


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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
54873PALMDLZE4THumanEsophagusESCC4.10e-022.77e-010.0811
54873PALMDP2T-EHumanEsophagusESCC9.37e-204.04e-010.1177
54873PALMDP5T-EHumanEsophagusESCC4.09e-03-5.89e-020.1327
54873PALMDP8T-EHumanEsophagusESCC1.05e-021.61e-010.0889
54873PALMDP10T-EHumanEsophagusESCC3.30e-154.75e-010.116
54873PALMDP11T-EHumanEsophagusESCC1.72e-033.17e-010.1426
54873PALMDP12T-EHumanEsophagusESCC1.87e-067.94e-030.1122
54873PALMDP16T-EHumanEsophagusESCC5.31e-072.55e-020.1153
54873PALMDP17T-EHumanEsophagusESCC1.93e-024.82e-010.1278
54873PALMDP20T-EHumanEsophagusESCC2.93e-164.23e-010.1124
54873PALMDP21T-EHumanEsophagusESCC1.26e-071.88e-010.1617
54873PALMDP22T-EHumanEsophagusESCC1.13e-087.37e-020.1236
54873PALMDP26T-EHumanEsophagusESCC8.98e-09-4.01e-020.1276
54873PALMDP27T-EHumanEsophagusESCC1.75e-02-1.43e-010.1055
54873PALMDP30T-EHumanEsophagusESCC2.26e-043.69e-010.137
54873PALMDP31T-EHumanEsophagusESCC1.03e-501.33e+000.1251
54873PALMDP32T-EHumanEsophagusESCC2.55e-153.22e-010.1666
54873PALMDP37T-EHumanEsophagusESCC4.68e-132.69e-010.1371
54873PALMDP39T-EHumanEsophagusESCC7.87e-06-1.57e-010.0894
54873PALMDP40T-EHumanEsophagusESCC1.05e-061.59e-010.109
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
GO:000836016Oral cavityOSCCregulation of cell shape88/7305154/187233.73e-064.42e-0588
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
GO:002260427SkincSCCregulation of cell morphogenesis114/4864309/187231.34e-051.68e-04114
GO:000836025SkincSCCregulation of cell shape57/4864154/187231.61e-039.90e-0357
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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
PALMDSNVMissense_Mutationc.1172A>Tp.Asp391Valp.D391VQ9NP74protein_codingtolerated(0.14)benign(0.096)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
PALMDSNVMissense_Mutationnovelc.100G>Ap.Asp34Asnp.D34NQ9NP74protein_codingdeleterious(0)benign(0.006)TCGA-BH-A42V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PALMDSNVMissense_Mutationnovelc.1623G>Tp.Met541Ilep.M541IQ9NP74protein_codingtolerated(0.36)benign(0)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PALMDSNVMissense_Mutationnovelc.1313N>Tp.Gly438Valp.G438VQ9NP74protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PALMDSNVMissense_Mutationnovelc.333G>Tp.Lys111Asnp.K111NQ9NP74protein_codingdeleterious(0)probably_damaging(0.911)TCGA-LL-A440-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
PALMDinsertionFrame_Shift_Insnovelc.1406_1407insAACACACCTCp.His469GlnfsTer5p.H469Qfs*5Q9NP74protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PALMDinsertionFrame_Shift_Insnovelc.1408_1409insTAATp.Ser470IlefsTer15p.S470Ifs*15Q9NP74protein_codingTCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PALMDSNVMissense_Mutationc.481N>Ap.Glu161Lysp.E161KQ9NP74protein_codingtolerated(0.71)benign(0.018)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PALMDSNVMissense_Mutationnovelc.1091N>Tp.Ser364Phep.S364FQ9NP74protein_codingtolerated(0.61)benign(0.007)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PALMDSNVMissense_Mutationc.775G>Cp.Glu259Glnp.E259QQ9NP74protein_codingtolerated(0.06)possibly_damaging(0.853)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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