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: LMCD1

Gene summary for LMCD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LMCD1

Gene ID

29995

Gene nameLIM and cysteine rich domains 1
Gene AliasLMCD1
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9NZU5


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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
29995LMCD1P2T-EHumanEsophagusESCC2.78e-036.64e-020.1177
29995LMCD1P4T-EHumanEsophagusESCC3.45e-073.15e-010.1323
29995LMCD1P5T-EHumanEsophagusESCC1.14e-052.61e-010.1327
29995LMCD1P8T-EHumanEsophagusESCC5.14e-122.39e-010.0889
29995LMCD1P9T-EHumanEsophagusESCC1.27e-044.54e-010.1131
29995LMCD1P10T-EHumanEsophagusESCC9.92e-285.14e-010.116
29995LMCD1P15T-EHumanEsophagusESCC7.19e-062.89e-010.1149
29995LMCD1P21T-EHumanEsophagusESCC4.72e-021.06e-010.1617
29995LMCD1P22T-EHumanEsophagusESCC3.62e-072.69e-010.1236
29995LMCD1P23T-EHumanEsophagusESCC5.88e-158.54e-010.108
29995LMCD1P24T-EHumanEsophagusESCC8.48e-083.98e-010.1287
29995LMCD1P31T-EHumanEsophagusESCC2.74e-072.58e-010.1251
29995LMCD1P32T-EHumanEsophagusESCC1.96e-032.38e-010.1666
29995LMCD1P36T-EHumanEsophagusESCC3.78e-033.06e-010.1187
29995LMCD1P37T-EHumanEsophagusESCC9.24e-032.34e-010.1371
29995LMCD1P40T-EHumanEsophagusESCC5.02e-113.08e-010.109
29995LMCD1P42T-EHumanEsophagusESCC1.48e-034.12e-010.1175
29995LMCD1P44T-EHumanEsophagusESCC2.76e-075.87e-010.1096
29995LMCD1P48T-EHumanEsophagusESCC4.90e-021.43e-010.0959
29995LMCD1P52T-EHumanEsophagusESCC4.62e-02-5.25e-020.1555
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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
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
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:00106111LiverCirrhoticregulation of cardiac muscle hypertrophy27/463469/187235.74e-032.88e-0227
GO:0014743LiverCirrhoticregulation of muscle hypertrophy27/463472/187231.10e-024.81e-0227
GO:00148965SkinAKmuscle hypertrophy21/1910104/187231.70e-031.20e-0221
GO:00148974SkinAKstriated muscle hypertrophy20/1910102/187233.10e-031.93e-0220
GO:00030129SkinAKmuscle system process64/1910452/187234.32e-032.52e-0264
GO:00033005SkinAKcardiac muscle hypertrophy19/191099/187234.96e-032.79e-0219
GO:00147433SkinAKregulation of muscle hypertrophy15/191072/187235.43e-033.01e-0215
GO:00106113SkinAKregulation of cardiac muscle hypertrophy14/191069/187239.00e-034.42e-0214
GO:009025714SkinAKregulation of muscle system process38/1910252/187239.21e-034.52e-0238
GO:00435026SkinAKregulation of muscle adaptation18/191098/187239.72e-034.72e-0218
GO:001489613SkinSCCISmuscle hypertrophy14/919104/187235.54e-048.47e-0314
GO:001489712SkinSCCISstriated muscle hypertrophy13/919102/187231.44e-031.63e-0213
GO:000330012SkinSCCIScardiac muscle hypertrophy12/91999/187233.31e-032.97e-0212
GO:00331734SkinSCCIScalcineurin-NFAT signaling cascade7/91943/187234.60e-033.82e-027
GO:00480165SkinSCCISinositol phosphate-mediated signaling8/91955/187235.13e-034.12e-028
GO:00708844SkinSCCISregulation of calcineurin-NFAT signaling cascade6/91934/187235.69e-034.44e-026
GO:01060563SkinSCCISregulation of calcineurin-mediated signaling6/91935/187236.58e-034.89e-026
GO:00508483ThyroidATCregulation of calcium-mediated signaling36/629373/187233.91e-031.70e-0236
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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
LMCD1SNVMissense_Mutationnovelc.1046T>Cp.Val349Alap.V349AQ9NZU5protein_codingdeleterious(0.01)benign(0.055)TCGA-A2-A3KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
LMCD1SNVMissense_Mutationc.232N>Cp.Tyr78Hisp.Y78HQ9NZU5protein_codingtolerated(0.05)possibly_damaging(0.641)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
LMCD1SNVMissense_Mutationrs772016331c.1040N>Gp.Tyr347Cysp.Y347CQ9NZU5protein_codingdeleterious(0)probably_damaging(0.977)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMCD1insertionFrame_Shift_Insnovelc.714_715insACTATp.Val239ThrfsTer78p.V239Tfs*78Q9NZU5protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LMCD1deletionFrame_Shift_Delnovelc.836delNp.Glu280SerfsTer35p.E280Sfs*35Q9NZU5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LMCD1SNVMissense_Mutationc.532N>Cp.Glu178Glnp.E178QQ9NZU5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LMCD1SNVMissense_Mutationc.689N>Ap.Gly230Aspp.G230DQ9NZU5protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LMCD1SNVMissense_Mutationrs752204449c.746C>Tp.Ala249Valp.A249VQ9NZU5protein_codingtolerated(0.33)benign(0)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LMCD1SNVMissense_Mutationc.122N>Cp.His41Prop.H41PQ9NZU5protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LMCD1SNVMissense_Mutationrs750515160c.464N>Ap.Arg155Hisp.R155HQ9NZU5protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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