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: SPC25

Gene summary for SPC25

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPC25

Gene ID

57405

Gene nameSPC25 component of NDC80 kinetochore complex
Gene AliasAD024
Cytomap2q24.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9HBM1


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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
57405SPC25P2T-EHumanEsophagusESCC1.78e-032.18e-010.1177
57405SPC25P4T-EHumanEsophagusESCC1.22e-082.54e-010.1323
57405SPC25P5T-EHumanEsophagusESCC2.05e-072.03e-010.1327
57405SPC25P10T-EHumanEsophagusESCC1.66e-021.30e-010.116
57405SPC25P16T-EHumanEsophagusESCC3.50e-021.06e-010.1153
57405SPC25P17T-EHumanEsophagusESCC2.68e-032.06e-010.1278
57405SPC25P21T-EHumanEsophagusESCC7.90e-031.46e-010.1617
57405SPC25P24T-EHumanEsophagusESCC8.84e-051.82e-010.1287
57405SPC25P28T-EHumanEsophagusESCC1.88e-041.63e-010.1149
57405SPC25P31T-EHumanEsophagusESCC9.20e-061.77e-010.1251
57405SPC25P32T-EHumanEsophagusESCC1.88e-113.04e-010.1666
57405SPC25P37T-EHumanEsophagusESCC4.28e-021.08e-010.1371
57405SPC25P38T-EHumanEsophagusESCC5.18e-032.63e-010.127
57405SPC25P52T-EHumanEsophagusESCC9.35e-102.88e-010.1555
57405SPC25P74T-EHumanEsophagusESCC3.81e-052.76e-010.1479
57405SPC25P75T-EHumanEsophagusESCC1.66e-021.66e-010.1125
57405SPC25P76T-EHumanEsophagusESCC3.97e-041.95e-010.1207
57405SPC25P79T-EHumanEsophagusESCC2.02e-062.36e-010.1154
57405SPC25P83T-EHumanEsophagusESCC2.18e-114.42e-010.1738
57405SPC25P89T-EHumanEsophagusESCC6.22e-109.23e-010.1752
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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
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:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:190285015EsophagusESCCmicrotubule cytoskeleton organization involved in mitosis116/8552147/187231.25e-169.91e-15116
GO:000705214EsophagusESCCmitotic spindle organization97/8552120/187232.17e-151.33e-1397
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00070526Oral cavityOSCCmitotic spindle organization85/7305120/187231.44e-126.23e-1185
GO:19028506Oral cavityOSCCmicrotubule cytoskeleton organization involved in mitosis99/7305147/187232.94e-121.18e-1099
GO:00070517Oral cavityOSCCspindle organization117/7305184/187231.16e-114.17e-10117
GO:000705912SkincSCCchromosome segregation161/4864346/187238.34e-178.57e-15161
GO:190285016SkincSCCmicrotubule cytoskeleton organization involved in mitosis85/4864147/187232.66e-162.39e-1485
GO:000705215SkincSCCmitotic spindle organization73/4864120/187237.81e-166.80e-1473
GO:000705115SkincSCCspindle organization96/4864184/187232.59e-141.77e-1296
GO:190285017ThyroidATCmicrotubule cytoskeleton organization involved in mitosis95/6293147/187231.29e-147.62e-1395
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
GO:000705222ThyroidATCmitotic spindle organization80/6293120/187231.27e-136.46e-1280
GO:000705122ThyroidATCspindle organization109/6293184/187237.99e-133.46e-11109
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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
SPC25SNVMissense_Mutationnovelc.410T>Cp.Leu137Serp.L137SQ9HBM1protein_codingdeleterious(0)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SPC25SNVMissense_Mutationc.13G>Ap.Glu5Lysp.E5KQ9HBM1protein_codingdeleterious(0.02)benign(0.259)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SPC25SNVMissense_Mutationc.13N>Ap.Glu5Lysp.E5KQ9HBM1protein_codingdeleterious(0.02)benign(0.259)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SPC25SNVMissense_Mutationnovelc.237G>Tp.Lys79Asnp.K79NQ9HBM1protein_codingtolerated(0.12)benign(0.444)TCGA-AZ-6605-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfoxSD
SPC25SNVMissense_Mutationnovelc.659N>Tp.Ala220Valp.A220VQ9HBM1protein_codingdeleterious(0)benign(0.071)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SPC25SNVMissense_Mutationrs756310910c.19N>Ap.Ala7Thrp.A7TQ9HBM1protein_codingtolerated(0.55)benign(0.005)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
SPC25SNVMissense_Mutationc.9N>Tp.Glu3Aspp.E3DQ9HBM1protein_codingtolerated(0.08)benign(0.015)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SPC25SNVMissense_Mutationc.609G>Tp.Lys203Asnp.K203NQ9HBM1protein_codingdeleterious(0)benign(0.01)TCGA-50-6590-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapypaclitaxelCR
SPC25SNVMissense_Mutationc.163N>Cp.Glu55Glnp.E55QQ9HBM1protein_codingdeleterious(0.02)benign(0.193)TCGA-50-6594-01Lunglung adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SPC25insertionNonsense_Mutationnovelc.592_593insTTAAAGTATAATAATAATAAAAACAAGAAAAAAp.Gln198delinsLeuLysValTerTerTerTerLysGlnGluLysLysp.Q198delinsLKV****KQEKKQ9HBM1protein_codingTCGA-IM-A41Z-01Thyroidthyroid carcinomaFemale<65I/IIHormone TherapysynthroidSD
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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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