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: DNAH14

Gene summary for DNAH14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAH14

Gene ID

127602

Gene namedynein axonemal heavy chain 14
Gene AliasC1orf67
Cytomap1q42.12
Gene Typeprotein-coding
GO ID

GO:0001539

UniProtAcc

Q0VDD8


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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
127602DNAH14GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.71e-02-1.44e-01-0.1869
127602DNAH14GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC5.12e-06-7.90e-02-0.1875
127602DNAH14GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.04e-04-4.87e-02-0.1883
127602DNAH14GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC5.49e-064.59e-02-0.1934
127602DNAH14GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC6.19e-11-8.04e-02-0.1917
127602DNAH14GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.00e-04-7.08e-02-0.1916
127602DNAH14NAFLD1HumanLiverNAFLD8.51e-035.23e-01-0.04
127602DNAH14S43HumanLiverCirrhotic1.55e-04-1.64e-01-0.0187
127602DNAH14HCC1_MengHumanLiverHCC3.68e-63-1.49e-020.0246
127602DNAH14HCC2_MengHumanLiverHCC1.65e-11-9.36e-020.0107
127602DNAH14HCC1HumanLiverHCC8.06e-052.96e+000.5336
127602DNAH14HCC2HumanLiverHCC1.09e-093.43e+000.5341
127602DNAH14Pt13.aHumanLiverHCC1.13e-02-1.67e-010.021
127602DNAH14RNA-P10T2-P10T2-1HumanLungAAH1.30e-057.45e-01-0.1271
127602DNAH14RNA-P10T2-P10T2-3HumanLungAAH1.22e-024.93e-01-0.1408
127602DNAH14RNA-P10T2-P10T2-4HumanLungAAH5.54e-035.36e-01-0.138
127602DNAH14RNA-P17T-P17T-2HumanLungIAC6.99e-151.15e+000.3371
127602DNAH14RNA-P17T-P17T-4HumanLungIAC1.73e-151.26e+000.343
127602DNAH14RNA-P17T-P17T-6HumanLungIAC1.46e-131.12e+000.3385
127602DNAH14RNA-P17T-P17T-8HumanLungIAC3.39e-129.96e-010.3329
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050162ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050163ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050228ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050148ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa050168ColorectumFAPHuntington disease73/1404306/84655.54e-043.93e-032.39e-0373
hsa050229ColorectumFAPPathways of neurodegeneration - multiple diseases117/1404476/84652.81e-064.47e-052.72e-05117
hsa050149ColorectumFAPAmyotrophic lateral sclerosis91/1404364/84651.84e-052.36e-041.44e-0491
hsa050169ColorectumFAPHuntington disease73/1404306/84655.54e-043.93e-032.39e-0373
hsa0501620EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa0501420EndometriumAEHAmyotrophic lateral sclerosis123/1197364/84652.17e-227.82e-215.72e-21123
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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
DNAH14SNVMissense_Mutationnovelc.1578N>Cp.Glu526Aspp.E526DQ0VDD8protein_codingtolerated(0.12)benign(0.423)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DNAH14SNVMissense_Mutationnovelc.6913N>Ap.Glu2305Lysp.E2305KQ0VDD8protein_codingtolerated(0.08)possibly_damaging(0.501)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DNAH14SNVMissense_Mutationc.862G>Ap.Asp288Asnp.D288NQ0VDD8protein_codingdeleterious(0.04)benign(0.336)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
DNAH14SNVMissense_Mutationrs199634734c.82N>Gp.Val28Glyp.V28Gprotein_codingtolerated(0.62)possibly_damaging(0.847)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
DNAH14SNVMissense_Mutationnovelc.8569A>Gp.Thr2857Alap.T2857AQ0VDD8protein_codingtolerated(0.45)benign(0.067)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAH14SNVMissense_Mutationnovelc.1273G>Tp.Leu425Phep.L425Fprotein_codingtolerated(0.1)possibly_damaging(0.725)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
DNAH14SNVMissense_Mutationc.2398N>Cp.Glu800Glnp.E800QQ0VDD8protein_codingtolerated(0.71)benign(0.015)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
DNAH14SNVMissense_Mutationrs199634734c.82T>Gp.Val28Glyp.V28Gprotein_codingtolerated(0.62)possibly_damaging(0.847)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
DNAH14SNVMissense_Mutationrs41268715c.9694N>Cp.Glu3232Glnp.E3232QQ0VDD8protein_codingtolerated(0.21)possibly_damaging(0.571)TCGA-AC-A2QJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
DNAH14SNVMissense_Mutationnovelc.4909N>Ap.Glu1637Lysp.E1637KQ0VDD8protein_codingdeleterious(0.04)benign(0.36)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=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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