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Record W1975230816 · doi:10.1038/mtna.2013.55

Efficient Gene Delivery to Pig Airway Epithelia and Submucosal Glands Using Helper-Dependent Adenoviral Vectors

2013· article· en· W1975230816 on OpenAlex

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Bibliographic record

VenueMolecular Therapy — Nucleic Acids · 2013
Typearticle
Languageen
FieldEngineering
TopicEnergy Harvesting in Wireless Networks
Canadian institutionsUniversity Health NetworkSickKids FoundationHospital for Sick ChildrenUniversity of Toronto
FundersUniversity of Toronto
KeywordsTransgeneGenetic enhancementGene deliveryCystic fibrosisReporter geneBiologyLungCystic fibrosis transmembrane conductance regulatorViral vectorVector (molecular biology)AirwayGeneCell biologyPathologyMedicineGene expressionInternal medicineRecombinant DNAGenetics

Abstract

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Airway gene delivery is a promising strategy to treat patients with life-threatening lung diseases such as cystic fibrosis (CF). However, this strategy has to be evaluated in large animal preclinical studies in order to translate it to human applications. Because of anatomic and physiological similarities between the human and pig lungs, we utilized pig as a large animal model to examine the safety and efficiency of airway gene delivery with helper-dependent adenoviral vectors. Helper-dependent vectors carrying human CFTR or reporter gene LacZ were aerosolized intratracheally into pigs under bronchoscopic guidance. We found that the LacZ reporter and hCFTR transgene products were efficiently expressed in lung airway epithelial cells. The transgene vectors with this delivery can also reach to submucosal glands. Moreover, the hCFTR transgene protein localized to the apical membrane of both ciliated and nonciliated epithelial cells, mirroring the location of wild-type CF transmembrane conductance regulator (CFTR). Aerosol delivery procedure was well tolerated by pigs without showing systemic toxicity based on the limited number of pigs tested. These results provide important insights into developing clinical strategies for human CF lung gene therapy. Airway gene delivery is a promising strategy to treat patients with life-threatening lung diseases such as cystic fibrosis (CF). However, this strategy has to be evaluated in large animal preclinical studies in order to translate it to human applications. Because of anatomic and physiological similarities between the human and pig lungs, we utilized pig as a large animal model to examine the safety and efficiency of airway gene delivery with helper-dependent adenoviral vectors. Helper-dependent vectors carrying human CFTR or reporter gene LacZ were aerosolized intratracheally into pigs under bronchoscopic guidance. We found that the LacZ reporter and hCFTR transgene products were efficiently expressed in lung airway epithelial cells. The transgene vectors with this delivery can also reach to submucosal glands. Moreover, the hCFTR transgene protein localized to the apical membrane of both ciliated and nonciliated epithelial cells, mirroring the location of wild-type CF transmembrane conductance regulator (CFTR). Aerosol delivery procedure was well tolerated by pigs without showing systemic toxicity based on the limited number of pigs tested. These results provide important insights into developing clinical strategies for human CF lung gene therapy. IntroductionGene therapy has been shown to offer clinical benefits to patients with diseases caused by genetic mutations such as Lebers congenital amaurosis, human X-linked retinitis pigmentosa, and adenosine deaminase-deficient severe combined immunodeficiency.1Cideciyan AV Hauswirth WW Aleman TS Kaushal S Schwartz SB Boye SL et al.Human RPE65 gene therapy for Leber congenital amaurosis: persistence of early visual improvements and safety at 1 year.Hum Gene Ther. 2009; 20: 999-1004Crossref PubMed Scopus (289) Google Scholar,2Bainbridge JW Smith AJ Barker SS Robbie S Henderson R Balaggan K et al.Effect of gene therapy on visual function in Leber's congenital amaurosis.N Engl J Med. 2008; 358: 2231-2239Crossref PubMed Scopus (1594) Google Scholar,3Aiuti A Cattaneo F Galimberti S Benninghoff U Cassani B Callegaro L et al.Gene therapy for immunodeficiency due to adenosine deaminase deficiency.N Engl J Med. 2009; 360: 447-458Crossref PubMed Scopus (802) Google Scholar,4Cideciyan AV Leber congenital amaurosis due to RPE65 mutations and its treatment with gene therapy.Prog Retin Eye Res. 2010; 29: 398-427Crossref PubMed Scopus (181) Google Scholar,5Beltran WA Cideciyan AV Lewin AS Iwabe S Khanna H Sumaroka A et al.Gene therapy rescues photoreceptor blindness in dogs and paves the way for treating human X-linked retinitis pigmentosa.Proc Natl Acad Sci USA. 2012; 109: 2132-2137Crossref PubMed Scopus (189) Google Scholar However, efficient gene transfer to airway epithelial cells of cystic fibrosis (CF) patients has not been achieved. CF is the most common life-threatening autosomal recessive disease, caused by mutations in an epithelial chloride channel encoded by the CF transmembrane conductance regulator (CFTR) gene.6Riordan JR Rommens JM Kerem B Alon N Rozmahel R Grzelczak Z et al.Identification of the cystic fibrosis gene: cloning and characterization of complementary DNA.Science. 1989; 245: 1066-1073Crossref PubMed Scopus (5858) Google Scholar,7Rommens JM Iannuzzi MC Kerem B Drumm ML Melmer G Dean M et al.Identification of the cystic fibrosis gene: chromosome walking and jumping.Science. 1989; 245: 1059-1065Crossref PubMed Scopus (2494) Google Scholar,8Davis PB Drumm M Konstan MW Cystic fibrosis.Am J Respir Crit Care Med. 1996; 154: 1229-1256Crossref PubMed Scopus (826) Google Scholar CFTR is a membrane protein expressed on the surface of multiple epithelial and submucosal of the and it as a chloride The of CF patients the genetic that a at the of the and the of and CFTR to the apical membrane to of chloride of CFTR and function in the for gene therapy of cystic J PubMed Scopus Google N A JR et the of cystic fibrosis transmembrane conductance regulator in the of on PubMed Google Scholar CFTR multiple lung is the of and in CF gene therapy strategies for CF on the of CFTR to airway epithelial cells and submucosal animal such as CF been for gene transfer and studies with to the clinical of gene delivery in CF patients due to in lung and anatomic between and of large animal for gene therapy strategies in human clinical as large animal in been for lung of lung and of et of the CFTR gene a model of cystic fibrosis in 2008; PubMed Scopus Google AS the to the the pig as a model of cystic fibrosis lung J 2008; PubMed Scopus Google Z J M R K and between human and PubMed Scopus Google Scholar of lung with and the pig and human CFTR in both the and the A of the cystic fibrosis transmembrane conductance regulator Natl Acad Sci USA. PubMed Scopus Google Scholar the of pig CFTR to with CFTR in and submucosal PB et lung as a model for cystic fibrosis.Am J 2008; PubMed Scopus Google of the cystic fibrosis transmembrane conductance PubMed Scopus Google S L N and of similarities to and human 2010; PubMed Scopus Google L Z A CFTR in and by airway submucosal J Google Scholar The of CF in pigs also to in in the airway and of in the S et fibrosis pigs lung and at Med. 2010; PubMed Scopus Google Scholar important of the pig model is to the of lung diseases and also to CF gene adenoviral vectors been in animal and clinical the clinical for CF M PB in and for cystic fibrosis lung Ther. 2012; 20: PubMed Scopus Google U G L A et of in a Ther. PubMed Scopus Google Scholar with for airway cells can efficiently both and cells. Because vectors due to the of a of helper-dependent was with of the not a also the vectors in systemic and the A K L of genetic in with a of helper-dependent adenoviral Natl Acad Sci USA. PubMed Scopus Google H N et with of vectors not with a helper-dependent Med. Google G B J and airway helper-dependent adenoviral vectors with a Ther. PubMed Scopus Google Scholar Because of the large gene carrying vectors can be to multiple with an epithelial vectors been shown to both and airway epithelial cells of and J and strategies for cystic fibrosis lung gene Ther. PubMed Scopus Google R B M et transgene for cystic fibrosis gene Ther. PubMed Scopus Google H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google U B G et of lung by a helper-dependent adenoviral in airway Natl Acad Sci USA. PubMed Scopus Google H J et of helper-dependent adenoviral vectors to airway Ther. PubMed Scopus Google N R J et delivery of helper-dependent adenoviral into results in efficiency with Ther. Google Scholar human CFTR gene was shown to be localized in the in CFTR and the of to lung U B G et of lung by a helper-dependent adenoviral in airway Natl Acad Sci USA. PubMed Scopus Google for this was to a to efficiently human CFTR gene to pig efficient gene is such as and can be The and of pig and human it to lung gene delivery by to the and safety of gene transfer this we pigs as a large animal model for aerosolized airway gene transfer to the of to the and of and to the and systemic toxicity to the the we that human CFTR protein was expressed at the apical of pig airway epithelial cells and submucosal without systemic be for developing a and preclinical model of CFTR gene transfer with vectors that for in clinical and delivery to pig delivery vectors carrying the human CFTR or reporter gene LacZ were in with We shown that at delivery to lung by H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google Scholar the of on the we in this that the delivery not the carrying the reporter gene LacZ was aerosolized at a of and The was to cells and the efficiency was by and We found that of the was the Aerosol delivery was a and as in were on the the of reporter gene LacZ in pig examine pig lung can be efficiently 1 pigs delivery were and the were with to LacZ gene We to both the and lungs, that were the and of of the lung and of the of the that the lung LacZ in the surface the as a not in that LacZ was expressed in the epithelial cells of the lung with in the and were cells showing the cells and by the human gene in the LacZ airway is to that in and G B J and airway helper-dependent adenoviral vectors with a Ther. PubMed Scopus Google H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google Scholar the lung is shown as a for LacZ gene were in pigs cells in pig lung the and were both pig 1 and pig for and LacZ were for and for LacZ The cells the airway epithelial the in a gene LacZ is expressed in submucosal in pig submucosal an important for CF lung gene we be by Because of anatomic delivery of gene therapy vectors to be to be we found that airway submucosal LacZ 1 Because the LacZ reporter a the of the of the cells that cells were by the with and an that the cells were submucosal cells of the reporter gene LacZ in pig airway submucosal glands. of submucosal with and as of the hCFTR gene in pig airway reporter gene delivery to pig airway and submucosal an that and delivery were to CFTR gene the we the carrying the human CFTR gene by the human gene to the lung of The of were as in the LacZ gene delivery and CFTR and protein were delivery in of lung were the lung the at of and to of hCFTR and to the hCFTR were to the by The hCFTR is to be expressed at the airway the of the hCFTR is under the of the human gene The hCFTR was to that of the pig CFTR to LacZ hCFTR was found in the lung in pigs of the lung hCFTR of the lung delivery not We that of the pigs expressed of hCFTR that this pig delivery as by in the pig CFTR were in and that of hCFTR in pig lung the and The of hCFTR by expressed as as as as and as the in a function of CFTR on its of apical the apical of the hCFTR protein in pig lung was an a of we found that this to human CFTR without to pig CFTR CFTR was the lung in with the and and a a of human lung was with this showing the in the of a The hCFTR of the pig airway a CFTR protein in the apical membrane of surface the lung and of the hCFTR cells were as ciliated cells by with a for cells was in lung delivery that the were the not pig Gene were also for in lung The not the pig CFTR protein the of CFTR protein is with that of CFTR in pigs and of hCFTR protein in pig lung vectors were to the lung and 1 delivery hCFTR protein in the airway was by with The of CFTR protein at pig and epithelial cells. and with and human pig lung were with CFTR and is in in cystic fibrosis transmembrane conductance regulator cells in pig CFTR cells the airway epithelial cells. in a of hCFTR protein in pig lung by the and the and in a CFTR protein expressed in pig airway submucosal submucosal of CFTR and and a of for airway important for CF gene therapy. we found that the hCFTR protein was expressed in submucosal as with the with submucosal showing hCFTR protein on the of submucosal and is with the of reporter gene delivery The delivery of vectors to submucosal be due to the of hCFTR protein in pig lung submucosal glands. hCFTR protein was by with in submucosal of lung and and and and in submucosal CFTR systemic toxicity was delivery of the systemic toxicity airway delivery of the the and clinical of the pigs were The with to the The not and were between and in cells, and as well as and function in pigs and 1 delivery were to that and function not and treatment as by and as well as at in pigs These that was systemic toxicity systemic toxicity helper-dependent 1 1 in a systemic toxicity 1 of delivery of helper-dependent in a in lung function were function were on and delivery as well as These of of and and and The airway the and with The is the by the in and airway The is the to the and The and delivery and to the and by These been caused by a by of the the airway by the or by the at were to that of These results that the delivery of with in was well tolerated by pigs and helper-dependent treatment with with with with with 1 with in a to delivery and with and of and gene were also in airway cells. and lung airway were treatment and at as well as gene transfer to the of and such as and The was by with for was not most pig not We found that was an in of in in cells such as and to cells, of and in lung delivery were also was of products in both lung and cells with based on the be of tested. We not in cells and lung on between and cells in were with on at and and the of and were We found that was an in in the airway at delivery with that delivery and with in by cells in lung were by with was in in and and 1 delivery and in lung and lung at cells and lung and were with and expressed as and in lung and lung 1 cells and lung and were with and expressed as in and were on and were expressed as of and of the cells with the in the by of pig of pig and and 1 delivery with this we on the efficiency and of transgene in pig at a aerosolized animal for lung gene such as provide for the of clinical studies to in and We that both the LacZ and hCFTR gene products were at the airway the pig lung The transgene was the to the We with human to the human CFTR we the of the human CFTR to that of the pig CFTR were for the the of human CFTR be with that of the CFTR in pig lung found that hCFTR protein was expressed in the apical membrane of surface cells in the ciliated cells and nonciliated cells. the of wild-type CFTR in the airway JM Gene therapy of cystic fibrosis lung Google M A L J JR et of wild-type and cystic fibrosis transmembrane regulator in human PubMed Scopus Google Scholar cells in and in the lung and that CFTR is expressed in ciliated cells the surface with a for CFTR in airway surface M A L J JR et of wild-type and cystic fibrosis transmembrane regulator in human PubMed Scopus Google J MC et of the cystic fibrosis transmembrane conductance regulator in and cystic fibrosis airway J Respir PubMed Scopus Google Scholar the human CFTR a function as of and regulator of epithelial that airway surface of CFTR and function in the for gene therapy of cystic J PubMed Scopus Google AS JR of airway surface and submucosal in cystic fibrosis lung J PubMed Scopus Google Scholar in CF patients with is of CFTR protein or in airway epithelial M A L J JR et of wild-type and cystic fibrosis transmembrane regulator in human PubMed Scopus Google of the of cystic fibrosis lung Respir PubMed Scopus Google Scholar in CFTR in cells to the in the airway surface that lung and to most by on CFTR and function in the ciliated cells. The efficient the localized CFTR protein in this be important in the of animal and clinical studies the of CFTR gene therapy in the CF a of CFTR in the human airway and an important in the of CF lung disease, an important for CF lung gene therapy. CFTR is localized in the cells of submucosal in most of the airway and in CFTR to of JM Gene therapy of cystic fibrosis lung Google Scholar and to in human CF it was that strategies for gene to submucosal be on in gene transfer to submucosal of the of the JR et the of CFTR in the human PubMed Scopus Google Scholar We for the that human CFTR can be to the submucosal delivery in pig airway with the and that the CFTR protein is expressed in the submucosal at the surface The the human gene that epithelial cells and submucosal in J Z M et transgene to airway and submucosal of human CFTR Ther. PubMed Scopus Google Scholar has that can be efficiently to the of in of human H et al.Gene delivery to human a model for cystic fibrosis gene Ther. PubMed Scopus Google Scholar vectors the pig submucosal with delivery is not has that the submucosal of airway can be with the U G L A et of in a Ther. PubMed Scopus Google Scholar is that the by or can the into the submucosal the this is the vectors with be to submucosal as a for clinical CF lung gene is a for gene transfer in clinical animal limited for gene delivery safety of the in and between and pigs of lung with and and human of and The and for pig lung gene delivery can be to clinical studies for CF lung gene therapy. the in this for the pigs the for the human The of gene vectors is also to of the of human and pig the delivery of vectors a on of pig lung Because of this caused by the delivery procedure the bronchoscopic by of of the airway and and be by airway and in was of systemic toxicity based on the for clinical and function as well as and that pigs this strategy of for gene delivery Because utilized is of clinical we that to human be this vectors were with to by of epithelial cells in pig H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google Scholar is a of lung and is in the lung into M A A L and in the PubMed Scopus Google Scholar The of in this is to that in human M and in of Res. PubMed Google Scholar is an of airway with the airway epithelial cells we not of in We that this of treatment be in clinical is well that vectors of and in a or systemic of studies that vectors to can of and H J et of helper-dependent adenoviral vectors to airway Ther. PubMed Scopus Google Scholar this we an in of and of in pig airway cells the well tolerated by studies can be to the by of or that gene delivery in CF be of and important be to CF pig for gene therapy However, the with pigs it for to examine gene transfer at this of We the CF pig for gene delivery we CFTR in wild-type this we that the can efficiently pig airway and submucosal delivery without a number of pigs tested. The human CFTR protein was expressed in pig lung epithelial cells at apical and the surface of submucosal cells, to human CFTR protein important insights the of clinical strategies for CF lung gene therapy in patients and for studies with the CF pig and pigs were for this of pigs was with utilized and in with the of by the for and the for the Care of by the of The Care of the were with with and with and for the of the The airway was by with a vectors and delivery to pig and of the vectors LacZ or hCFTR in this were G B J and airway helper-dependent adenoviral vectors with a Ther. PubMed Scopus Google U B G et of lung by a helper-dependent adenoviral in airway Natl Acad Sci USA. PubMed Scopus Google Scholar of was a an H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google Scholar was into the of the and into the of the of and of in were aerosolized to the lung with of the under bronchoscopic guidance. of were and to the the by The of the was in the order of H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google Scholar The procedure and were into the and with a for at with was with at and with and in for G B J and airway helper-dependent adenoviral vectors with a Ther. PubMed Scopus Google H J Z et of an with human for transgene in lung Natl Acad Sci USA. PubMed Scopus Google Scholar The lung were to LacZ gene at the with as the pig lung were in of and The was by and were at for to were for a expressed as were for protein and pig was an to the by 1 of was and the of were as for H J et of helper-dependent adenoviral vectors to airway Ther. PubMed Scopus Google Scholar The for hCFTR were as and the hCFTR that and The and were for pig CFTR was in pig lung and pig were in and were a of were and were in for at in in for with of in for and for with CFTR CFTR and as well as procedure was by or cells cells in the was into the or lung in were on cells were for were by in was pig lung and cells. gene products were by was to as an The for gene in was to were as was with of hCFTR protein with and in pig and in of in pig lung The of for IntroductionGene therapy has been shown to offer clinical benefits to patients with diseases caused by genetic mutations such as Lebers congenital amaurosis, human X-linked retinitis pigmentosa, and adenosine deaminase-deficient severe combined immunodeficiency.1Cideciyan AV Hauswirth WW Aleman TS Kaushal S Schwartz SB Boye SL et al.Human RPE65 gene therapy for Leber congenital amaurosis: persistence of early visual improvements and safety at 1 year.Hum Gene Ther. 2009; 20: 999-1004Crossref PubMed Scopus (289) Google Scholar,2Bainbridge JW Smith AJ Barker SS Robbie S Henderson R Balaggan K et al.Effect of gene therapy on visual function in Leber's congenital amaurosis.N Engl J Med. 2008; 358: 2231-2239Crossref PubMed Scopus (1594) Google Scholar,3Aiuti A Cattaneo F Galimberti S Benninghoff U Cassani B Callegaro L et al.Gene therapy for immunodeficiency due to adenosine deaminase deficiency.N Engl J Med. 2009; 360: 447-458Crossref PubMed Scopus (802) Google Scholar,4Cideciyan AV Leber congenital amaurosis due to RPE65 mutations and its treatment with gene therapy.Prog Retin Eye Res. 2010; 29: 398-427Crossref PubMed Scopus (181) Google Scholar,5Beltran WA Cideciyan AV Lewin AS Iwabe S Khanna H Sumaroka A et al.Gene therapy rescues photoreceptor blindness in dogs and paves the way for treating human X-linked retinitis pigmentosa.Proc Natl Acad Sci USA. 2012; 109: 2132-2137Crossref PubMed Scopus (189) Google Scholar However, efficient gene transfer to airway epithelial cells of cystic fibrosis (CF) patients has not been achieved. CF is the most common life-threatening autosomal recessive disease, caused by mutations in an epithelial chloride channel encoded by the CF transmembrane conductance regulator (CFTR) gene.6Riordan JR Rommens JM Kerem B Alon N Rozmahel R Grzelczak Z et al.Identification of the cystic fibrosis gene: cloning and characterization of complementary DNA.Science. 1989; 245: 1066-1073Crossref PubMed Scopus (5858) Google Scholar,7Rommens JM Iannuzzi MC Kerem B Drumm ML Melmer G Dean M et al.Identification of the cystic fibrosis gene: chromosome walking and jumping.Science. 1989; 245: 1059-1065Crossref PubMed Scopus (2494) Google Scholar,8Davis PB Drumm M Konstan MW Cystic fibrosis.Am J Respir Crit Care Med. 1996; 154: 1229-1256Crossref PubMed Scopus (826) Google Scholar CFTR is a membrane protein expressed on the surface of multiple epithelial and submucosal of the and it as a chloride The of CF patients the genetic that a at the of the and the of and CFTR to the apical membrane to of chloride of CFTR and function in the for gene therapy of cystic J PubMed Scopus Google N A JR et the of cystic fibrosis transmembrane conductance regulator in the of on PubMed Google Scholar CFTR multiple lung is the of and in CF gene therapy strategies for CF on the of CFTR to airway epithelial cells and submucosal animal such as CF been for gene transfer and studies with to the clinical of gene delivery in CF patients due to in lung and anatomic between and of large animal for gene therapy strategies in human clinical as large animal in been for lung of lung and of et of the CFTR gene a model of cystic fibrosis in 2008; PubMed Scopus Google AS the to the the pig as a model of cystic fibrosis lung J 2008; PubMed Scopus Google Z J M R K and between human and PubMed Scopus Google Scholar of lung with and the pig and human CFTR in both the and the A of the cystic fibrosis transmembrane conductance regulator Natl Acad Sci USA. PubMed Scopus Google Scholar the of pig CFTR to with CFTR in and submucosal PB et lung as a model for cystic fibrosis.Am J 2008; PubMed Scopus Google of the cystic fibrosis transmembrane conductance PubMed Scopus Google S L N and of similarities to and human 2010; PubMed Scopus Google L Z A CFTR in and by airway submucosal J Google Scholar The of CF in pigs also to in in the airway and of in the S et fibrosis pigs lung and at Med. 2010; PubMed Scopus Google Scholar important of the pig model is to the of lung diseases and also to CF gene adenoviral vectors been in animal and clinical the clinical for CF M PB in and for cystic fibrosis lung Ther. 2012; 20: PubMed Scopus Google U G L A et of in a Ther. PubMed Scopus Google Scholar with for airway cells can efficiently both and cells. Because vectors due to the of a of helper-dependent was with of the not a also the vectors in systemic and the A K L of genetic in with a of helper-dependent adenoviral Natl Acad Sci USA. PubMed Scopus Google H N et with of vectors not with a helper-dependent Med. Google G B J and airway helper-dependent adenoviral vectors with a Ther. PubMed Scopus Google Scholar Because of the large gene carrying vectors can be to multiple with an epithelial vectors been shown to both and airway epithelial cells of and J and strategies for cystic fibrosis lung gene Ther. PubMed Scopus Google R B M et transgene for cystic fibrosis gene Ther. PubMed Scopus Google H K et delivery of an helper-dependent to lung an Gene Med. PubMed Scopus Google U B G et of lung by a helper-dependent adenoviral in airway Natl Acad Sci USA. PubMed Scopus Google H J et of helper-dependent adenoviral vectors to airway Ther. PubMed Scopus Google N R J et delivery of helper-dependent adenoviral into results in efficiency with Ther. Google Scholar human CFTR gene was shown to be localized in the in CFTR and the of to lung U B G et of lung by a helper-dependent adenoviral in airway Natl Acad Sci USA. PubMed Scopus Google for this was to a to efficiently human CFTR gene to pig efficient gene is such as and can be The and of pig and human it to lung gene delivery by to the and safety of gene transfer this we pigs as a large animal model for aerosolized airway gene transfer to the of to the and of and to the and systemic toxicity to the the we that human CFTR protein was expressed at the apical of pig airway epithelial cells and submucosal without systemic be for developing a and preclinical model of CFTR gene transfer with vectors that for in clinical

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.184
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.193
Teacher spread0.186 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it