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: L1CAM

Gene summary for L1CAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

L1CAM

Gene ID

3897

Gene nameL1 cell adhesion molecule
Gene AliasCAML1
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P32004


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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
3897L1CAMP11T-EHumanEsophagusESCC1.78e-131.06e+000.1426
3897L1CAMP19T-EHumanEsophagusESCC1.53e-211.64e+000.1662
3897L1CAMP21T-EHumanEsophagusESCC2.86e-205.37e-010.1617
3897L1CAMP24T-EHumanEsophagusESCC1.88e-042.79e-010.1287
3897L1CAMP32T-EHumanEsophagusESCC9.44e-072.22e-010.1666
3897L1CAMP37T-EHumanEsophagusESCC4.27e-061.59e-010.1371
3897L1CAMP44T-EHumanEsophagusESCC4.95e-074.32e-010.1096
3897L1CAMP76T-EHumanEsophagusESCC2.02e-062.67e-010.1207
3897L1CAMP89T-EHumanEsophagusESCC5.33e-066.05e-010.1752
3897L1CAMP107T-EHumanEsophagusESCC2.29e-164.05e-010.171
3897L1CAMP126T-EHumanEsophagusESCC5.94e-063.96e-010.1125
3897L1CAMP130T-EHumanEsophagusESCC3.90e-427.11e-010.1676
3897L1CAMATC11HumanThyroidATC7.49e-038.53e-010.3386
3897L1CAMATC1HumanThyroidATC4.70e-022.20e-010.2878
3897L1CAMATC3HumanThyroidATC6.30e-078.98e-010.338
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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
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:00457738EsophagusESCCpositive regulation of axon extension29/855242/187231.87e-038.46e-0329
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00507728EsophagusESCCpositive regulation of axonogenesis48/855279/187234.93e-031.89e-0248
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
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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
NCAM1L1CAMNCAM1_L1CAMNCAMEsophagusESCC
NCAM2L1CAMNCAM2_L1CAMNCAMEsophagusESCC
L1CAML1CAML1CAM_L1CAML1CAMEsophagusESCC
NCAM1L1CAMNCAM1_L1CAMNCAMProstateBPH
L1CAMITGA4_ITGB7L1CAM_ITGA4_ITGB7L1CAMProstateBPH
L1CAML1CAML1CAM_L1CAML1CAMProstateBPH
NCAM1L1CAMNCAM1_L1CAMNCAMProstateHealthy
L1CAML1CAML1CAM_L1CAML1CAMProstateHealthy
NCAM1L1CAMNCAM1_L1CAMNCAMProstateTumor
L1CAMITGA4_ITGB7L1CAM_ITGA4_ITGB7L1CAMProstateTumor
L1CAML1CAML1CAM_L1CAML1CAMProstateTumor
NCAM1L1CAMNCAM1_L1CAMNCAMSkinSCCIS
NCAM2L1CAMNCAM2_L1CAMNCAMSkinSCCIS
L1CAML1CAML1CAM_L1CAML1CAMSkinSCCIS
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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
L1CAMSNVMissense_Mutationrs137852525c.2254N>Ap.Val752Metp.V752MP32004protein_codingdeleterious(0)probably_damaging(1)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
L1CAMSNVMissense_Mutationc.461N>Cp.Val154Alap.V154AP32004protein_codingtolerated(0.09)benign(0.413)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
L1CAMSNVMissense_Mutationnovelc.1606N>Cp.Thr536Prop.T536PP32004protein_codingdeleterious(0.03)possibly_damaging(0.713)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
L1CAMSNVMissense_Mutationc.2608C>Tp.His870Tyrp.H870YP32004protein_codingtolerated(0.32)benign(0.021)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
L1CAMSNVMissense_Mutationrs886039408c.1417N>Tp.Arg473Cysp.R473CP32004protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0C7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
L1CAMSNVMissense_Mutationc.3706N>Ap.Glu1236Lysp.E1236KP32004protein_codingdeleterious(0.05)benign(0.012)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
L1CAMSNVMissense_Mutationrs782479917c.1669G>Ap.Gly557Serp.G557SP32004protein_codingdeleterious(0.05)possibly_damaging(0.654)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
L1CAMSNVMissense_Mutationc.3245N>Tp.Pro1082Leup.P1082LP32004protein_codingdeleterious(0)benign(0.031)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
L1CAMSNVMissense_Mutationnovelc.1324A>Cp.Ser442Argp.S442RP32004protein_codingtolerated(0.06)benign(0.015)TCGA-OL-A5RW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
L1CAMSNVMissense_Mutationnovelc.1265N>Cp.Val422Alap.V422AP32004protein_codingdeleterious(0)possibly_damaging(0.748)TCGA-2W-A8YY-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
3897L1CAMCELL SURFACE, DRUGGABLE GENOME, KINASECD171 specific CAR T cells expressing EGFRt
3897L1CAMCELL SURFACE, DRUGGABLE GENOME, KINASEJCAR023
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