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: CROCC

Gene summary for CROCC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CROCC

Gene ID

9696

Gene nameciliary rootlet coiled-coil, rootletin
Gene AliasROLT
Cytomap1p36.13
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q5TZA2


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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
9696CROCCP20T-EHumanEsophagusESCC4.37e-101.91e-010.1124
9696CROCCP21T-EHumanEsophagusESCC5.14e-101.75e-010.1617
9696CROCCP22T-EHumanEsophagusESCC1.81e-061.40e-010.1236
9696CROCCP23T-EHumanEsophagusESCC2.44e-071.91e-010.108
9696CROCCP26T-EHumanEsophagusESCC6.40e-041.80e-010.1276
9696CROCCP27T-EHumanEsophagusESCC1.30e-153.52e-010.1055
9696CROCCP28T-EHumanEsophagusESCC4.32e-499.08e-010.1149
9696CROCCP30T-EHumanEsophagusESCC5.58e-114.20e-010.137
9696CROCCP31T-EHumanEsophagusESCC5.85e-031.49e-010.1251
9696CROCCP32T-EHumanEsophagusESCC1.40e-121.36e-010.1666
9696CROCCP36T-EHumanEsophagusESCC3.10e-062.63e-010.1187
9696CROCCP37T-EHumanEsophagusESCC1.87e-123.27e-010.1371
9696CROCCP40T-EHumanEsophagusESCC1.35e-041.63e-010.109
9696CROCCP42T-EHumanEsophagusESCC8.50e-144.34e-010.1175
9696CROCCP44T-EHumanEsophagusESCC8.95e-039.97e-020.1096
9696CROCCP47T-EHumanEsophagusESCC2.49e-051.78e-010.1067
9696CROCCP48T-EHumanEsophagusESCC5.01e-113.05e-010.0959
9696CROCCP49T-EHumanEsophagusESCC1.76e-034.05e-010.1768
9696CROCCP52T-EHumanEsophagusESCC8.09e-092.45e-010.1555
9696CROCCP54T-EHumanEsophagusESCC1.29e-153.76e-010.0975
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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
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:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:00018949CervixCCtissue homeostasis57/2311268/187232.43e-054.21e-0457
GO:00516567CervixCCestablishment of organelle localization76/2311390/187233.17e-055.21e-0476
GO:00602498CervixCCanatomical structure homeostasis63/2311314/187236.03e-058.68e-0463
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:19021171CervixCCpositive regulation of organelle assembly19/231167/187233.42e-043.58e-0319
GO:01200328CervixCCregulation of plasma membrane bounded cell projection assembly38/2311186/187231.14e-039.35e-0338
GO:00604917CervixCCregulation of cell projection assembly38/2311188/187231.40e-031.10e-0238
GO:00018957CervixCCretina homeostasis19/231179/187232.94e-031.94e-0219
GO:19038294ColorectumFAPpositive regulation of cellular protein localization79/2622276/187231.59e-104.38e-0879
GO:00516563ColorectumFAPestablishment of organelle localization97/2622390/187235.91e-099.48e-0797
GO:00313463ColorectumFAPpositive regulation of cell projection organization82/2622353/187231.78e-067.35e-0582
GO:00018944ColorectumFAPtissue homeostasis61/2622268/187236.71e-051.28e-0361
GO:00602494ColorectumFAPanatomical structure homeostasis69/2622314/187237.51e-051.37e-0369
GO:01200323ColorectumFAPregulation of plasma membrane bounded cell projection assembly39/2622186/187235.84e-033.73e-0239
GO:0010669ColorectumFAPepithelial structure maintenance10/262230/187235.90e-033.75e-0210
GO:00604912ColorectumFAPregulation of cell projection assembly39/2622188/187237.01e-034.29e-0239
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
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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
CROCCSNVMissense_Mutationrs764904297c.1060N>Ap.Glu354Lysp.E354KQ5TZA2protein_codingtolerated(0.7)benign(0.09)TCGA-A2-A4RX-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROCCSNVMissense_Mutationc.3904G>Ap.Glu1302Lysp.E1302KQ5TZA2protein_codingdeleterious(0.01)possibly_damaging(0.655)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CROCCSNVMissense_Mutationnovelc.1789N>Ap.Ala597Thrp.A597TQ5TZA2protein_codingtolerated(0.35)benign(0.003)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROCCSNVMissense_Mutationc.3290G>Cp.Arg1097Prop.R1097PQ5TZA2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AO-A12H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CROCCSNVMissense_Mutationrs745666217c.2320N>Tp.Arg774Trpp.R774WQ5TZA2protein_codingdeleterious(0)possibly_damaging(0.799)TCGA-AR-A24M-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
CROCCSNVMissense_Mutationc.3290G>Cp.Arg1097Prop.R1097PQ5TZA2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROCCSNVMissense_Mutationnovelc.3778N>Ap.Glu1260Lysp.E1260KQ5TZA2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CROCCSNVMissense_Mutationc.2371G>Cp.Glu791Glnp.E791QQ5TZA2protein_codingdeleterious(0.02)benign(0.097)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CROCCSNVMissense_Mutationc.4649N>Ap.Thr1550Asnp.T1550NQ5TZA2protein_codingtolerated(0.72)benign(0.037)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CROCCSNVMissense_Mutationc.3290N>Cp.Arg1097Prop.R1097PQ5TZA2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BH-A0E9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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