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: ASPM

Gene summary for ASPM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ASPM

Gene ID

259266

Gene nameassembly factor for spindle microtubules
Gene AliasASP
Cytomap1q31.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B3KWI2


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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
259266ASPMN_HPV_2HumanCervixN_HPV1.00e-031.09e-01-0.0131
259266ASPMCCI_1HumanCervixCC9.24e-033.30e-010.528
259266ASPMCCI_2HumanCervixCC3.19e-081.10e+000.5249
259266ASPMCCI_3HumanCervixCC1.08e-121.03e+000.516
259266ASPMTumorHumanCervixCC3.12e-051.69e-010.1241
259266ASPMsample3HumanCervixCC1.83e-041.75e-010.1387
259266ASPMT3HumanCervixCC1.68e-071.85e-010.1389
259266ASPMLZE2THumanEsophagusESCC5.41e-131.30e+000.082
259266ASPMLZE7THumanEsophagusESCC6.33e-032.45e-010.0667
259266ASPMP1T-EHumanEsophagusESCC2.97e-023.95e-010.0875
259266ASPMP2T-EHumanEsophagusESCC5.79e-167.89e-010.1177
259266ASPMP4T-EHumanEsophagusESCC7.21e-125.91e-010.1323
259266ASPMP5T-EHumanEsophagusESCC6.62e-205.48e-010.1327
259266ASPMP9T-EHumanEsophagusESCC3.05e-073.22e-010.1131
259266ASPMP10T-EHumanEsophagusESCC4.12e-116.00e-010.116
259266ASPMP15T-EHumanEsophagusESCC2.04e-073.72e-010.1149
259266ASPMP16T-EHumanEsophagusESCC2.02e-061.85e-010.1153
259266ASPMP17T-EHumanEsophagusESCC2.68e-032.96e-010.1278
259266ASPMP20T-EHumanEsophagusESCC2.18e-033.37e-010.1124
259266ASPMP21T-EHumanEsophagusESCC1.88e-117.11e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00513026SkincSCCregulation of cell division61/4864177/187237.34e-033.47e-0261
GO:005165128SkincSCCmaintenance of location in cell72/4864214/187237.37e-033.47e-0272
GO:005196213SkincSCCpositive regulation of nervous system development88/4864272/187231.07e-024.66e-0288
GO:001605525ThyroidATCWnt signaling pathway234/6293444/187234.64e-174.31e-15234
GO:019873825ThyroidATCcell-cell signaling by wnt234/6293446/187239.26e-178.25e-15234
GO:003011125ThyroidATCregulation of Wnt signaling pathway177/6293328/187231.83e-141.05e-12177
GO:000705122ThyroidATCspindle organization109/6293184/187237.99e-133.46e-11109
GO:006082825ThyroidATCregulation of canonical Wnt signaling pathway134/6293253/187231.49e-104.56e-09134
GO:006007025ThyroidATCcanonical Wnt signaling pathway154/6293303/187233.68e-101.02e-08154
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:000028011ThyroidATCnuclear division207/6293439/187231.98e-094.80e-08207
GO:0030177110ThyroidATCpositive regulation of Wnt signaling pathway80/6293140/187238.75e-091.86e-0780
GO:001072022ThyroidATCpositive regulation of cell development146/6293298/187232.36e-084.56e-07146
GO:0090263110ThyroidATCpositive regulation of canonical Wnt signaling pathway62/6293106/187231.26e-072.09e-0662
GO:005122521ThyroidATCspindle assembly66/6293117/187233.28e-074.88e-0666
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:005076922ThyroidATCpositive regulation of neurogenesis112/6293225/187233.53e-075.21e-06112
GO:005076723ThyroidATCregulation of neurogenesis168/6293364/187233.73e-075.48e-06168
GO:005123532ThyroidATCmaintenance of location152/6293327/187237.84e-071.04e-05152
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
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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
ASPMSNVMissense_Mutationnovelc.874N>Ap.Glu292Lysp.E292KQ8IZT6protein_codingtolerated(0.27)benign(0.001)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ASPMSNVMissense_Mutationnovelc.5458N>Ap.Leu1820Ilep.L1820IQ8IZT6protein_codingtolerated(0.42)benign(0.066)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
ASPMSNVMissense_Mutationrs200848981c.6551G>Ap.Arg2184Glnp.R2184QQ8IZT6protein_codingtolerated(1)benign(0)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
ASPMSNVMissense_Mutationc.2498G>Ap.Gly833Glup.G833EQ8IZT6protein_codingdeleterious(0)probably_damaging(0.97)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
ASPMSNVMissense_Mutationnovelc.1940N>Gp.Thr647Serp.T647SQ8IZT6protein_codingtolerated(0.15)benign(0.006)TCGA-A2-A3XU-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexPD
ASPMSNVMissense_Mutationc.8884N>Gp.Gln2962Glup.Q2962EQ8IZT6protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ASPMSNVMissense_Mutationc.8811N>Gp.Ile2937Metp.I2937MQ8IZT6protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ASPMSNVMissense_Mutationc.9061C>Gp.His3021Aspp.H3021DQ8IZT6protein_codingtolerated(0.24)benign(0.316)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ASPMSNVMissense_Mutationc.8791G>Cp.Glu2931Glnp.E2931QQ8IZT6protein_codingtolerated(0.18)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ASPMSNVMissense_Mutationc.2942C>Ap.Thr981Asnp.T981NQ8IZT6protein_codingdeleterious(0)possibly_damaging(0.567)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
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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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