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: RC3H1

Gene summary for RC3H1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RC3H1

Gene ID

149041

Gene namering finger and CCCH-type domains 1
Gene AliasFHL6
Cytomap1q25.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B9EGU6


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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
149041RC3H1CA_HPV_1HumanCervixCC4.80e-02-7.35e-030.0264
149041RC3H1CCI_1HumanCervixCC2.08e-121.22e+000.528
149041RC3H1CCI_2HumanCervixCC2.41e-099.53e-010.5249
149041RC3H1CCI_3HumanCervixCC8.67e-129.03e-010.516
149041RC3H1HTA11_3410_2000001011HumanColorectumAD3.83e-17-6.36e-010.0155
149041RC3H1HTA11_99999970781_79442HumanColorectumMSS9.30e-12-4.42e-010.294
149041RC3H1HTA11_99999973899_84307HumanColorectumMSS7.83e-04-5.65e-010.2585
149041RC3H1HTA11_99999974143_84620HumanColorectumMSS7.46e-16-5.56e-010.3005
149041RC3H1F007HumanColorectumFAP6.07e-05-2.96e-010.1176
149041RC3H1A001-C-207HumanColorectumFAP1.08e-05-3.27e-010.1278
149041RC3H1A015-C-203HumanColorectumFAP1.73e-28-3.71e-01-0.1294
149041RC3H1A015-C-204HumanColorectumFAP2.74e-08-3.16e-01-0.0228
149041RC3H1A014-C-040HumanColorectumFAP1.21e-04-3.11e-01-0.1184
149041RC3H1A002-C-201HumanColorectumFAP1.73e-15-3.10e-010.0324
149041RC3H1A002-C-203HumanColorectumFAP4.03e-08-2.10e-010.2786
149041RC3H1A001-C-119HumanColorectumFAP7.41e-07-1.97e-01-0.1557
149041RC3H1A001-C-108HumanColorectumFAP3.76e-17-3.29e-01-0.0272
149041RC3H1A002-C-205HumanColorectumFAP8.16e-25-3.58e-01-0.1236
149041RC3H1A015-C-005HumanColorectumFAP5.83e-06-2.42e-01-0.0336
149041RC3H1A015-C-006HumanColorectumFAP2.94e-18-5.39e-01-0.0994
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0006402ColorectumADmRNA catabolic process87/3918232/187234.40e-092.84e-0787
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0061013ColorectumADregulation of mRNA catabolic process64/3918166/187231.44e-076.59e-0664
GO:0043487ColorectumADregulation of RNA stability63/3918170/187239.17e-073.12e-0563
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0043488ColorectumADregulation of mRNA stability59/3918158/187231.50e-064.66e-0559
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:1903313ColorectumADpositive regulation of mRNA metabolic process44/3918118/187233.20e-055.87e-0444
GO:0000956ColorectumADnuclear-transcribed mRNA catabolic process40/3918112/187232.11e-042.79e-0340
GO:1900151ColorectumADregulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay11/391818/187232.42e-043.06e-0311
GO:0061014ColorectumADpositive regulation of mRNA catabolic process32/391887/187234.81e-045.27e-0332
GO:0061157ColorectumADmRNA destabilization30/391884/187231.24e-031.09e-0230
GO:0033962ColorectumADP-body assembly11/391821/187231.43e-031.22e-0211
GO:0050779ColorectumADRNA destabilization30/391888/187232.83e-032.12e-0230
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0001782ColorectumADB cell homeostasis13/391831/187236.53e-034.06e-0213
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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
RC3H1SNVMissense_Mutationc.2156N>Gp.Tyr719Cysp.Y719CQ5TC82protein_codingtolerated(0.14)benign(0.005)TCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RC3H1SNVMissense_Mutationc.1324N>Ap.Glu442Lysp.E442KQ5TC82protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RC3H1SNVMissense_Mutationc.2083G>Ap.Glu695Lysp.E695KQ5TC82protein_codingdeleterious(0.01)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RC3H1SNVMissense_Mutationc.392G>Ap.Arg131Hisp.R131HQ5TC82protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RC3H1SNVMissense_Mutationnovelc.1426N>Gp.Ile476Valp.I476VQ5TC82protein_codingtolerated(1)benign(0.028)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
RC3H1SNVMissense_Mutationc.937N>Gp.His313Aspp.H313DQ5TC82protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RC3H1SNVMissense_Mutationc.26N>Ap.Thr9Lysp.T9KQ5TC82protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RC3H1SNVMissense_Mutationc.2668T>Cp.Tyr890Hisp.Y890HQ5TC82protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RC3H1SNVMissense_Mutationc.1825N>Gp.Gln609Glup.Q609EQ5TC82protein_codingtolerated(0.56)benign(0.005)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RC3H1SNVMissense_Mutationc.835C>Gp.Leu279Valp.L279VQ5TC82protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
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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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