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: CCDC91

Gene summary for CCDC91

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC91

Gene ID

55297

Gene namecoiled-coil domain containing 91
Gene AliasHSD8
Cytomap12p11.22
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q05D28


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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
55297CCDC91CCI_1HumanCervixCC1.41e-061.25e+000.528
55297CCDC91CCI_2HumanCervixCC2.13e-037.74e-010.5249
55297CCDC91CCI_3HumanCervixCC2.05e-231.66e+000.516
55297CCDC91HTA11_3410_2000001011HumanColorectumAD6.74e-10-5.46e-010.0155
55297CCDC91HTA11_3361_2000001011HumanColorectumAD1.32e-02-5.22e-01-0.1207
55297CCDC91HTA11_696_2000001011HumanColorectumAD6.41e-06-3.41e-01-0.1464
55297CCDC91HTA11_7862_2000001011HumanColorectumAD2.85e-03-5.39e-01-0.0179
55297CCDC91HTA11_866_3004761011HumanColorectumAD1.42e-09-6.11e-010.096
55297CCDC91HTA11_7696_3000711011HumanColorectumAD5.62e-06-4.05e-010.0674
55297CCDC91HTA11_99999970781_79442HumanColorectumMSS2.86e-09-4.40e-010.294
55297CCDC91HTA11_99999965062_69753HumanColorectumMSI-H1.06e-059.46e-010.3487
55297CCDC91HTA11_99999965104_69814HumanColorectumMSS1.17e-045.95e-010.281
55297CCDC91HTA11_99999971662_82457HumanColorectumMSS1.48e-02-3.35e-010.3859
55297CCDC91HTA11_99999973899_84307HumanColorectumMSS3.31e-04-5.93e-010.2585
55297CCDC91HTA11_99999974143_84620HumanColorectumMSS8.44e-16-6.02e-010.3005
55297CCDC91A015-C-203HumanColorectumFAP8.89e-23-3.26e-01-0.1294
55297CCDC91A002-C-201HumanColorectumFAP1.40e-08-3.06e-010.0324
55297CCDC91A002-C-203HumanColorectumFAP6.89e-03-6.22e-020.2786
55297CCDC91A001-C-119HumanColorectumFAP3.37e-06-5.62e-01-0.1557
55297CCDC91A001-C-108HumanColorectumFAP3.25e-13-2.62e-01-0.0272
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00068927CervixCCpost-Golgi vesicle-mediated transport28/2311104/187234.31e-056.61e-0428
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00070347CervixCCvacuolar transport34/2311157/187237.03e-046.40e-0334
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
GO:00070416CervixCClysosomal transport24/2311114/187235.81e-033.33e-0224
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0007034ColorectumADvacuolar transport60/3918157/187234.97e-071.85e-0560
GO:0007041ColorectumADlysosomal transport42/3918114/187236.61e-051.07e-0342
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00068922ColorectumMSSpost-Golgi vesicle-mediated transport40/3467104/187231.45e-064.82e-0540
GO:00070342ColorectumMSSvacuolar transport52/3467157/187238.25e-062.07e-0452
GO:00070411ColorectumMSSlysosomal transport36/3467114/187235.38e-046.04e-0336
GO:00481933ColorectumMSI-HGolgi vesicle transport39/1319296/187231.17e-043.51e-0339
GO:00481934ColorectumFAPGolgi vesicle transport77/2622296/187232.86e-082.62e-0677
GO:00068923ColorectumFAPpost-Golgi vesicle-mediated transport36/2622104/187239.23e-086.22e-0636
GO:00164823ColorectumFAPcytosolic transport47/2622168/187231.58e-066.72e-0547
GO:00070343ColorectumFAPvacuolar transport40/2622157/187239.41e-051.61e-0340
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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
CCDC91SNVMissense_Mutationc.768N>Cp.Gln256Hisp.Q256HQ7Z6B0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CCDC91SNVMissense_Mutationrs544457452c.995N>Tp.Ala332Valp.A332VQ7Z6B0protein_codingtolerated(1)benign(0)TCGA-B6-A0IH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CCDC91SNVMissense_Mutationnovelc.272N>Cp.Gln91Prop.Q91PQ7Z6B0protein_codingtolerated(0.18)probably_damaging(0.986)TCGA-C8-A130-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CCDC91deletionFrame_Shift_Delnovelc.871_874delNNNNp.Cys291TrpfsTer12p.C291Wfs*12Q7Z6B0protein_codingTCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CCDC91SNVMissense_Mutationc.721N>Cp.Glu241Glnp.E241QQ7Z6B0protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC91insertionFrame_Shift_Insnovelc.1047_1048insAATAAATp.Lys350AsnfsTer3p.K350Nfs*3Q7Z6B0protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CCDC91SNVMissense_Mutationnovelc.1079A>Gp.Gln360Argp.Q360RQ7Z6B0protein_codingtolerated(0.07)benign(0.015)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC91SNVMissense_Mutationnovelc.668N>Tp.Ser223Phep.S223FQ7Z6B0protein_codingdeleterious(0.01)possibly_damaging(0.735)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC91SNVMissense_Mutationrs753292484c.622N>Ap.Glu208Lysp.E208KQ7Z6B0protein_codingdeleterious(0.01)benign(0.294)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CCDC91SNVMissense_Mutationnovelc.947N>Gp.Asp316Glyp.D316GQ7Z6B0protein_codingdeleterious(0.02)benign(0.068)TCGA-CM-6168-01Colorectumcolon adenocarcinomaFemale>=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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