Literature DB >> 34485710

Asia emerges as a hotbed of diagnostic innovations for tuberculosis.

Jacob Bigio1,2, Wayne van Gemert3, Brian Kaiser3, Brenda Waning3, Madhukar Pai2,4.   

Abstract

Entities:  

Year:  2021        PMID: 34485710      PMCID: PMC8408512          DOI: 10.1016/j.jctube.2021.100267

Source DB:  PubMed          Journal:  J Clin Tuberc Other Mycobact Dis        ISSN: 2405-5794


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The diagnostic technology landscape for tuberculosis (TB) has never been more varied. Eight products or classes of technologies are recommended by the World Health Organization (WHO) [1], a further eighteen products are under evaluation by the WHO [2] and dozens more are on the market—a recent landscape analysis found 20 tests for TB infection alone [3]. However, actual use and procurement remains concentrated to a handful of tests. Further, the list of WHO-endorsed products is dominated by companies from Europe and North America. Many of these technologies remain expensive, despite advocacy campaigns for price reductions [4], or not ideal for low-resource settings, meaning there have been problems scaling up their use in low- and middle-income countries (LMICs) where the TB burden is highest [5], [6], [7], [8]. In general, the field of global health has a problem—an excessive reliance on product and innovations being developed in the Global North that then slowly trickle down to the Global South, where the biggest needs are, and where technologies often have the greatest impact [9]. However, there is capacity in other parts of the world to develop and commercialize diagnostics technologies that should be part of the solution to address global health challenges. This issue has received a lot of attention during the ongoing Covid-19 pandemic, with calls to expand vaccine manufacturing to Africa and other regions, along with TRIPS waiver and technology transfer. In 2019, Indian company Molbio Diagnostics became the first company from an LMIC to receive WHO approval for its TB diagnostic technology [10]. Along with Eiken and Nipro from Japan, it is the only Asian company with a WHO-recommended molecular TB diagnostic. All these products are available for countries to procure via the Global Drug Facility (GDF) [11], housed at the Stop TB Partnership. By contrast, the WHO’s emergency use listing for SARS‐CoV‐2 in-vitro diagnostics (IVDs) includes several companies from Asia, particularly China, showing that the capacity for diagnostic innovation and manufacturing on the continent is strong [12]. In fact, Asia is also a hotbed of innovation for TB diagnostics, with products on the market which span the complete spectrum of TB diagnosis, from laboratory-based molecular diagnostics to artificial intelligence (AI) for chest x-ray (CXR) interpretation. In 2021, analysis of the results of studies of Qure.ai from India and Lunit from South Korea contributed to the WHO’s recommendation for computer-aided detection (CAD) of CXRs [13]. As seen in the current pandemic, having a broad global manufacturing base for diagnostic technologies is highly advantageous. We recently conducted a landscape analysis of the diagnostic technologies for TB produced by companies in four Asian countries—China, India, South Korea, and Japan. Diagnostic technologies were identified through a review of the literature, internet searches and contacts in Asian countries. Where possible, specific contacts within each company were identified, with help from contacts who spoke Chinese and Korean, and emailed questions in English concerning product technical details and national and international regulatory approval. Where specific contacts were unavailable, companies were contacted using generic email addresses or through contact forms on their websites. Data on companies which could not be contacted were compiled using information in the public domain. Data were collected on company and product names, diagnostic method, use case and regulatory approval. Product variants which identify different combinations of drug resistance and are marketed separately were classified as distinct products. Product use cases are as described by the companies. In total, 82 TB diagnostic products were identified from 39 companies [Appendix]. Twelve companies are based in China, seven in India, five in Japan and fifteen in South Korea. Fig. 1 displays company names and diagnostic categories. Most identified products were molecular diagnostics, with a wide range of diagnostic methods and drug resistance detection options available. Diagnostics currently endorsed by the WHO include three chip-based real-time PCR assays by Molbio (Truenat MTB, MTB Plus and MTB-RIF Dx), two line-probe assays (LPAs) by Nipro for detection of resistance to rifampicin and isoniazid (Genoscholar NTM + MDRTB II) and pyrazinamide (Genoscholar PZA-TB II), a loop-mediated isothermal amplification (LAMP) assay by Eiken (Loopamp MTBC Detection Kit), a rapid species identification test from culture by Tauns Laboratories (Capilia TB-Neo) and CAD technologies such as Qure.ai (qXR v2) and Lunit (Lunit Insight CXR).
Fig. 1

TB diagnostic products were identified from 39 companies in Asia.

TB diagnostic products were identified from 39 companies in Asia. A number of Asian companies make diagnostics for multidrug-resistant (MDR) and extensively drug-resistant (XDR) TB. Xiamen Zeesan Biotech makes the MeltPro real-time PCR assays which are approved by the Chinese regulator and can detect resistance to rifampicin, streptomycin, isoniazid, ethambutol, fluroquinolones and second-line injectables. Bioneer makes the Accupower real-time PCR assays, including for MDR and XDR TB; both Optipharm (OPTIMYGENE) and YD diagnostics (MolecuTech) make reverse blot hybridization assays for MDR and XDR TB; and Seegene makes the AllPlex and Anyplex II PCR-based assays for MDR and XDR TB. Other diagnostic methods include isothermal target and probe amplification (RapiDx MTB test by Raplegene), transcription-reverse transcription concerted reaction (TRCRapid-160 M.TB by Tosoh Bioscience), isothermal amplification lateral flow (EasyNAT Diagnostic Kit by Ustar Technologies), simultaneous amplification and testing (SAT-TB by Rendu Biotechnology) and DNA microarray assays (CapitalBio M. Tuberculosis Drug Resistance Detection Array Kit). Interferon-gamma release assays (IGRAs) are made by seven companies (Beijing Wantai, Guangzhou Deauou, Immunoshop, Boditech, Glory Biotechnologies, LG Chem and SD Biosensor). The Beijing Wantai and SD Biosensor IGRAs are approved for procurement by the Global Fund’s Expert Review Panel for Diagnostics [14]. Four companies manufacture skin tests (Anhui Zhifei Longcom, Zhejiang Hisum Pharmaceutical, Span Divergent and Serum Institute of India). Two make culture-based diagnostics for rapid species identification (Tauns Laboratories and SD Biosensor), with the Tauns Laboratories test recommended by the WHO. Fujifilm makes a urine lipoarabinomannan assay identifying M. tb in people who are HIV positive. Seven companies make AI-based technologies for reading CXRs (Beijing Infervision Technology, Huiying Medical Technology, JF Healthcare, Qure.ai, JLK, Lunit and Radisen) and PicoHDT makes both wireless and wired versions of the Mine-2 portable x-ray machine, which incorporates diagnostic AI technology. AGD Bio makes the Mycovision smart microscope which uses AI to detect acid-fast bacilli under Ziehl-Neelsen stained slides. Given the wide array of promising products identified, it is surprising that only a few Asian technologies are included in the WHO-recommended product list. To enter the global health market, technologies have needed to undergo independent, international evaluation studies for policy review and WHO endorsement. Such policy review has not happened with most Asian TB technologies. CE-IVD marking is currently not sufficient to meet these quality assurance criteria. Also, to be internationally competitive, companies must have the ability to provide service and maintenance at the global level. The process for WHO endorsement of TB IVDs is currently changing. The WHO Global Tuberculosis Programme will now focus on the evaluation of classes of TB diagnostic technologies for WHO recommendation, while WHO prequalification will evaluate specific product brands for quality, safety and performance [15]. Companies may also need to meet quality assurance criteria of major donors and procurers such as the Global Fund [16]. An additional recent opportunity for manufacturers of TB diagnostics to get their products into the global marketplace is via the Global Fund’s Expert Review Panel for Diagnostics, the approval of which allows for countries to use Global Fund support (the largest international funding source for TB) to procure products that are on the pathway to becoming WHO-approved. We hope more Asian companies can learn from the experience of innovators such as Eiken, Nipro, Molbio, Tauns, Qure.ai and Lunit, and find ways to validate promising technologies further and have them considered for international policy guidance [17]. For WHO endorsement, the current requirements are clearly defined [18] and involve demonstrating analytical and clinical validity, clinical and epidemiologic utility, economic outcomes and operational and qualitative aspects. The expectations for validation data and study design considerations for evaluating different types of TB tests are also published [18], [19], [20], [21], [22], along with target product profiles [23], [24]. Partnerships with international organizations such as the Foundation for Innovative New Diagnostics (FIND), and initiatives such as the Stop TB Partnership’s Accelerator for Impact (a4i) [25] and the recently launched NIH-funded FEND-TB [26] and R2D2 TB Network [27] initiatives, might help Asian innovators better navigate the global policy process. Beyond validation and inclusion in global policy, there is a need to also address other barriers to product uptake and scale, including pricing that is suitable for LMICs, capacity for service and maintenance, donor support for scale-up, and better guidance on when or how to switch from one product to another.

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
CompanyProductDiagnostic methodUseRegulatory approval
China
CapitalBioCapitalBio Mycobacteria Species Identification Array KitDNA microarray assayIdentifies M. tb complex and 16 other Mycobacterial species in sputumCE marking
CapitalBio M. Tuberculosis Drug Resistance Detection Array KitIdentifies M. tb complexDetects resistance to rifampicin and isoniazidCE marking
DaAN GeneCompanyMycobacterium Tuberculosis (TB) PCR KitPCRIdentifies M. tb complex in sputum and bronchoalveolar lavage fluid specimensNo information
Rendu BiotechnologySAT-TBSimultaneous amplification and testingIdentifies M. tbNo information
Guangzhou Deaou BiotechnologyDeFast.TB Mycobacterium Tuberculosis Complex (MTC) Nucleic Acid Detection SolutionNo informationIdentifies M. tb in bronchoalveolar lavage fluid, pleural effusion, abdominal effusion, cerebrospinal fluid, joint effusion, urine and other specimen types.NMDA (China) approved
DeFine.TB Mycobacterium Tuberculosis Specific Cellular Immunoreaction Detection KitDouble-antibody sandwich ELISANo informationNo information
Ustar TechnologiesEasyNAT Diagnostic Kit for Mycobacterium Tuberculosis (TB) DNAIsothermal Amplification Lateral FlowIdentifies M. tb complexCE marked
EasyNAT Diagnostic Kit for Mycobacterium Tuberculosis Complex DNAIsothermal Amplification Real Time Florescence AssayIdentifies M. tb complex in sputumCE marked
Xiamen Zeesan BiotechMeltPro Mycobacterium Tuberculosis test kitReal-time PCRIdentifies M. tb complexNMDA (China) approved
MeltPro Mycobacteria identification kitIdentifies 19 common Mycobacterial speciesCE marked
MeltPro MTB/RIF; MTB/STR; MTB/INH; MTB/EMB; MTB/FQ; MTB/SLDetects resistance to rifampicin; streptomycin; isoniazid; ethambutol; fluoroquinolones; second-line injectablesAll NMDA (China) approved, except MTB/SL. All CE marked
India
MolbioTruenat MTBChip-based Real-time PCRQuantitative detection of M.tb in human pulmonary and EPTB specimensWHO endorsedCDSCO (India) approvedCE marked
Truenat MTB PlusSemiquantitative detection of M.tb in human pulmonary and EPTB specimensWHO endorsedCDSCO (India) approvedCE marked
Truenat MTB-RIF DxDetects resistance to rifampicin. “Follow on test, to be performed only on the extracted DNA from Truenat MTB/MTB Plus positive sample”WHO endorsedCDSCO (India) approvedCE marked
Transasia/Erba MolecularMX16No informationNo informationNo information
Japan
Eiken Chemical CompanyLoopamp MTBC Detection KitLoop-mediated isothermal amplification (LAMP)Identifies M. tb extracted from sputumWHO endorsedCE marked
Nipro CorporationGenoscholar PZA TB IILine probe assayIdentifies M. tb complex in sputumDetects resistance to pyrazinamideCE marked
Genoscholar NTM + MDRTB IIIdentifies M. tb complex, M. avium, M. intracellulare and M. kansasiiDetects resistance to rifampicin and isoniazid in M. tbWHO endorsedCE marked
Genoscholar FQ + KM-TB IIDetects resistance to fluoroquinolones and kanamycin in M. tbFor research use onlyCE marked
Tosoh BioscienceTRCRapid-160 M.TBTranscription-reverse transcription concerted reactionDetection of M.tb complex in a clinical specimen or suspension of cultured cellsNo information
TRCReady-80 M.TBDetection of M.tb complex in a clinical specimen or suspension of cultured cellsNo information
South Korea
BioneerAccupower MTBReal-time PCRIdentifies M. tb in sputum, bronchoalveolar lavage and urineNo information
Accupower MTB & NTMIdentifies M. tb and non-tuberculous mycobacteriaNo information
Accupower TB & MDRIdentifies M. tb; detects resistance to rifampicin and isoniazidNo information
Accupower XDR-TBIdentifies M. tb; detects resistance to fluoroquinolones, aminoglycosides, ethambutol and streptomycinNo information
BiosewoomReal-Q M. tuberculosis kitLine probe assayIdentifies M. tb and non-tuberculous mycobacteriaNo information
LG ChemAdvanSure TB/NTM assayReal-time PCRIdentifies M. tb and non-tuberculous mycobacteria in sputum, bronchial washing fluid, cerebrospinal fluid, urine, body fluid, EDTA-whole blood and tissuesNo information
AdvanSure MDR-TB GenoBlot assayReverse blot hybridization assayDetects resistance to rifampicin and isoniazid in M. tbNo information
OptipharmOPTIMYGENE Real TB – Tag KitReal-time quantitative PCRIdentifies M. tbNo information
OPTIMYGENE Real MTB – ID KitIdentifies M. tb and non-tuberculous mycobacteriaNo information
OPTIMYGENE Inf – TB KitNo informationDifferentiation of active TB and latent TB infection by measuring interferon-gamma expression by RT-qPCRNo information
OPTIMYGENE REBA MTB – MDR KitReverse blot hybridization assayDetects rifampin and isoniazid resistanceNo information
OPTIMYGENE REBA MTB – XDR KitDetects fluoroquinolone, kanamycin and streptomycin resistanceNo information
QMAP Dual-ID (Disk-based PCR)Disk-based PCRIdentifies M. tb and NTM; detects rifampin resistanceNo information
PaxGenBioPaxView TB/NTM MPCR-UFLA kitMultiplex PCR and universal lateral flow assayIdentifies M. tb and NTM in sputum or brochoalveolar lavageCE marked South Korean FDA approved
RaplegeneRapiDx MTB testIsothermal target and probe amplificationIdentifies M. tbNo information
SeegeneAllPlex MTB/MDRe; MTB/MDR/XDRe; MTB/XDRePCRIdentifies M. tb and detects resistance to rifampicin and isoniazid; rifampicin and isoniazid, fluoroquinolones and injectable drugs; fluoroquinolones and injectable drugsAll CE marked
Anyplex II MTB/MDR; MTB/MDR/XDR; MTB/XDR; MTB/NTMIdentifies M. tb and detects resistance to rifampicin and isoniazid; rifampicin and isoniazid, fluoroquinolones and injectable drugs; fluoroquinolones and injectable drugs; Identifies M. tb and NTB and detects resistance to rifampicin and isoniazidAll CE marked
YD (Youngdong) DiagnosticsMolecuTech TB-Tag TwoPCRIdentification of M. tbNo information
MolecuTech MTB-ID V3Identification of M. tb and non-tuberculous mycobacteriaNo information
MolecuTech Real TB-TagReal-time PCRIdentification of M. tbNo information
MolecuTech Real MTB-IDIdentification of M. tb and non-tuberculous mycobacteriaNo information
MolecuTech REBA Myco-IDReverse blot hybridization assayIdentification of M. tb and non-tuberculous mycobacteriaNo information
MolecuTech REBA MTB-MDRDetection of resistance to rifampin and isoniazidNo information
MolecuTech REBA MTB-XDRDetection of resistance to fluoroquinolones, kanamycin and streptomycinNo information
CompanyProductDiagnostic methodUseRegulatory approval
Japan
FujifilmSILVAMP TB LAM (FujiLAM)Urine lipoarabinomannan assayIdentifies M.tb in urine of people who are HIV positiveNo information
CompanyProductDiagnostic methodUseRegulatory approval
Japan
Tauns LaboratoriesCapilia TB-NeoImmuno-chromatographic assay detecting MPB64 antigenIdentifies M. tb complex isolates from solid and liquid culturesWHO endorsedCE marked
South Korea
SD BiosensorSTANDARD Q TB MPT64 AgImmuno-chromatographic assay detecting MPT64 antigenIdentifies M. tb in solid or liquid cultureNo information
CompanyProductDiagnostic methodUseRegulatory approval
China
Beijing WantaiTB-IGRAIGRA ELISAIdentifies M. tb infection in whole bloodGF ERPD recommendedCE marked
Guangzhou Deaou BiotechnologySPOTestTM Mycobacterium Tuberculosis Specific Cellular Immunoreaction Detection KitIGRA ELISPOTIdentifies M. tb infectionNo information
India
ImmunoshopTB PlatinumIGRAIdentifies M. tb infection in whole bloodNo information
South Korea
Boditech IncIchroma IGRA-TBESAT-6 and CFP-10 IGRA lateral flow assayDiagnosis of infection with M. tb in whole bloodCE marked
Glory Biotechnologies GroupGBTsol Latent TB Test KitESAT-6 and CFP-10 IGRAIdentifies M. tb infectionNo information
LG ChemAdvansure I3 TB-IGRAESAT-6 and CFP-10 chemo-luminescence IGRADiagnosis of M.tb infection in whole bloodNo information
Advansure TB IGRAESAT-6 and CFP-10 IGRA ELISADiagnosis of M.tb infection in whole bloodCE marked
SD BiosensorSTANDARD E TB-Feron ELISAESAT-6, CFP-10 and TB7.7 IGRA ELISADiagnosis of infection with M. tb in whole bloodGF ERPD recommendedCE marked
STANDARD F TB-Feron FIA (IFN-gamma)ESAT-6, CFP-10 and TB7.7 IGRA lateral flow assayDiagnosis of infection with M. tbCE marked
CompanyProductDiagnostic methodUseRegulatory approval
China
Anhui Zhifei Longcom Biopharmaceutical Co., LtdEC-TestESAT6 and CFP10 skin testIdentifies M. tb infectionNMPA (China) approved
Zhejiang Hisun Pharmaceutical Co., LtdIdentification AllergenESAT6 and CFP10 skin testIdentifies M. tb infectionNo information
India
Span Divergent/Arkray JapanTuberculin PPDSkin testIdentifies M. tb infectionNo information
Serum Institute of India/Statens Serum InstituteC-TbESAT6 and CFP10 skin testIdentifies M. tb infectionNo information
CompanyProductDiagnostic methodUseRegulatory approval
China
Beijing Infervision Technology CompanyInferRead DR ChestArtificial intelligenceAI-aided screening of CXR, including for TBAI-aided detection of TB on CXRCE marked
Huiying Medical TechnologyDR ChestArtificial intelligenceAI-aided preliminary screening of CXR, including for TBNo information
JF HealthcareJF CXR-1Artificial intelligenceAI-aided detection of TB on CXRNMPA (China) Tier 2 approved
JF CXR-2Artificial intelligenceAI-aided multi-thorax disease modelNo information
India
Qure.aiqXR TBAutomated chest x-ray interpretationDetects signs of pulmonary, hilar, and pleural tuberculosis on CXRCE marked
South Korea
JLKJLD-02 K (JVIEWER-X)Automated chest x-ray interpretationDetects several pulmonary abnormalities, including signs of pulmonary tuberculosisCE markedSouth Korean FDA approvedAustralian FDA approved
LunitLunit INSIGHT CXRArtificial intelligence-assisted x-ray readingActs as second reader for physicians reading CXRsCE marked
PicoHDTMine-2 system (wired type)Portable x-ray machine with diagnostic AI technologyProduces x-ray images; interprets x-raysCE marked
Mine-2 system (wireless type)Produces x-ray images; interprets x-raysCE marked
RadiSenAXIR TBArtificial intelligenceDetects signs of pulmonary tuberculosis on CXRCE marked
CompanyProductDiagnostic methodUseRegulatory approval
India
AGD BioMycovisionSmart microscopeArtificial intelligence-based automated microscope for detection of acid fast bacilli under Ziehl-Neelsen stained slidesNo information
  10 in total

1.  Guidance for Studies Evaluating the Accuracy of Sputum-Based Tests to Diagnose Tuberculosis.

Authors:  Samuel G Schumacher; William A Wells; Mark P Nicol; Karen R Steingart; Grant Theron; Susan E Dorman; Madhukar Pai; Gavin Churchyard; Lesley Scott; Wendy Stevens; Pamela Nabeta; David Alland; Karin Weyer; Claudia M Denkinger; Christopher Gilpin
Journal:  J Infect Dis       Date:  2019-10-08       Impact factor: 5.226

2.  Guidance for Studies Evaluating the Accuracy of Tuberculosis Triage Tests.

Authors:  Ruvandhi R Nathavitharana; Christina Yoon; Peter Macpherson; David W Dowdy; Adithya Cattamanchi; Akos Somoskovi; Tobias Broger; Tom H M Ottenhoff; Nimalan Arinaminpathy; Knut Lonnroth; Klaus Reither; Frank Cobelens; Christopher Gilpin; Claudia M Denkinger; Samuel G Schumacher
Journal:  J Infect Dis       Date:  2019-10-08       Impact factor: 5.226

3.  Guidance for Studies Evaluating the Accuracy of Rapid Tuberculosis Drug-Susceptibility Tests.

Authors:  Sophia B Georghiou; Samuel G Schumacher; Timothy C Rodwell; Rebecca E Colman; Paolo Miotto; Christopher Gilpin; Nazir Ismail; Camilla Rodrigues; Rob Warren; Karin Weyer; Matteo Zignol; Sonia Arafah; Daniela Maria Cirillo; Claudia M Denkinger
Journal:  J Infect Dis       Date:  2019-10-08       Impact factor: 5.226

4.  Guidance for the Evaluation of Tuberculosis Diagnostics That Meet the World Health Organization (WHO) Target Product Profiles: An Introduction to WHO Process and Study Design Principles.

Authors:  Claudia M Denkinger; Samuel G Schumacher; Christopher Gilpin; Alexei Korobitsyn; William A Wells; Madhukar Pai; Mariska Leeflang; Karen R Steingart; Michelle Bulterys; Holger Schünemann; Philippe Glaziou; Karin Weyer
Journal:  J Infect Dis       Date:  2019-10-08       Impact factor: 5.226

5.  Guidance for Studies Evaluating the Accuracy of Biomarker-Based Nonsputum Tests to Diagnose Tuberculosis.

Authors:  Paul K Drain; Jennifer Gardiner; Haylea Hannah; Tobias Broger; Keertan Dheda; Katherine Fielding; Gerhard Walzl; Myrsini Kaforou; Katharina Kranzer; Simone A Joosten; Christopher Gilpin; Karin Weyer; Claudia M Denkinger; Samuel G Schumacher
Journal:  J Infect Dis       Date:  2019-10-08       Impact factor: 5.226

Review 6.  Tests for tuberculosis infection: landscape analysis.

Authors:  Yohhei Hamada; Daniela Maria Cirillo; Alberto Matteelli; Adam Penn-Nicholson; Molebogeng X Rangaka; Morten Ruhwald
Journal:  Eur Respir J       Date:  2021-11-25       Impact factor: 16.671

Review 7.  Development, roll-out and impact of Xpert MTB/RIF for tuberculosis: what lessons have we learnt and how can we do better?

Authors:  Heidi Albert; Ruvandhi R Nathavitharana; Chris Isaacs; Madhukar Pai; Claudia M Denkinger; Catharina C Boehme
Journal:  Eur Respir J       Date:  2016-07-13       Impact factor: 16.671

8.  Tuberculosis innovations mean little if they cannot save lives.

Authors:  Madhukar Pai; Jennifer Furin
Journal:  Elife       Date:  2017-05-02       Impact factor: 8.140

9.  Market penetration of Xpert MTB/RIF in high tuberculosis burden countries: A trend analysis from 2014 - 2016.

Authors:  Danielle Cazabon; Tripti Pande; Sandra Kik; Wayne Van Gemert; Hojoon Sohn; Claudia Denkinger; Zhi Zhen Qin; Brenda Waning; Madhukar Pai
Journal:  Gates Open Res       Date:  2018-07-25

10.  Adoption and uptake of the lateral flow urine LAM test in countries with high tuberculosis and HIV/AIDS burden: current landscape and barriers.

Authors:  Diane N Singhroy; Emily MacLean; Mikashmi Kohli; Erica Lessem; David Branigan; Kathleen England; Khairunisa Suleiman; Paul K Drain; Morten Ruhwald; Samuel Schumacher; Claudia M Denkinger; Brenda Waning; Wayne Van Gemert; Madhukar Pai
Journal:  Gates Open Res       Date:  2020-04-07
  10 in total

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