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: SPOCD1

Gene summary for SPOCD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPOCD1

Gene ID

90853

Gene nameSPOC domain containing 1
Gene AliasPPP1R146
Cytomap1p35.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q6ZMY3


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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
90853SPOCD1P4T-EHumanEsophagusESCC2.20e-021.29e-010.1323
90853SPOCD1P24T-EHumanEsophagusESCC7.90e-031.56e-010.1287
90853SPOCD1P32T-EHumanEsophagusESCC1.76e-124.20e-010.1666
90853SPOCD1P37T-EHumanEsophagusESCC1.24e-041.54e-010.1371
90853SPOCD1P47T-EHumanEsophagusESCC9.53e-091.97e-010.1067
90853SPOCD1P61T-EHumanEsophagusESCC5.99e-031.27e-010.099
90853SPOCD1P80T-EHumanEsophagusESCC7.90e-043.32e-010.155
90853SPOCD1P89T-EHumanEsophagusESCC3.35e-025.03e-010.1752
90853SPOCD1P91T-EHumanEsophagusESCC9.39e-106.19e-010.1828
90853SPOCD1ATC09HumanThyroidATC6.18e-031.75e-010.2871
90853SPOCD1ATC11HumanThyroidATC5.35e-045.69e-010.3386
90853SPOCD1ATC1HumanThyroidATC8.56e-031.88e-010.2878
90853SPOCD1ATC3HumanThyroidATC3.03e-138.26e-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:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:004341412ThyroidATCmacromolecule methylation131/6293316/187232.01e-039.60e-03131
GO:003225911ThyroidATCmethylation148/6293364/187232.69e-031.23e-02148
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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
SPOCD1SNVMissense_Mutationc.1229N>Tp.Ser410Leup.S410LQ6ZMY3protein_codingdeleterious(0.02)benign(0.067)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
SPOCD1SNVMissense_Mutationrs754159686c.3542N>Ap.Arg1181Hisp.R1181HQ6ZMY3protein_codingtolerated(0.57)benign(0)TCGA-BH-A0B7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SPOCD1SNVMissense_Mutationc.1361G>Tp.Ser454Ilep.S454IQ6ZMY3protein_codingdeleterious(0.02)possibly_damaging(0.863)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
SPOCD1insertionIn_Frame_Insnovelc.944_945insTTTACCp.Leu315_Ser316insLeuProp.L315_S316insLPQ6ZMY3protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SPOCD1SNVMissense_Mutationnovelc.1364C>Ap.Pro455Glnp.P455QQ6ZMY3protein_codingtolerated(0.12)benign(0.093)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SPOCD1SNVMissense_Mutationnovelc.3100C>Gp.Gln1034Glup.Q1034EQ6ZMY3protein_codingtolerated(0.07)benign(0.062)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
SPOCD1SNVMissense_Mutationc.2466C>Ap.Ser822Argp.S822RQ6ZMY3protein_codingdeleterious(0.02)possibly_damaging(0.852)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SPOCD1SNVMissense_Mutationc.3105N>Tp.Lys1035Asnp.K1035NQ6ZMY3protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
SPOCD1SNVMissense_Mutationrs748892059c.2276N>Tp.Pro759Leup.P759LQ6ZMY3protein_codingtolerated(0.05)possibly_damaging(0.493)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
SPOCD1SNVMissense_Mutationnovelc.3413A>Gp.His1138Argp.H1138RQ6ZMY3protein_codingdeleterious(0.03)benign(0.024)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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