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; European Respiratory Society and European Society of Clinical Microbiology and Infectious Diseases (September 2011)

; NICE Clinical Guideline (December 2014)

; Physician judgement is a crucial adjunct to pneumonia severity scores in low-risk patients. Eur Respir J. 2011 Sep38(3):643-8. doi: 10.1183/09031936.00172910. Epub 2011 Mar 15.

; Risk stratification of Community acquired pneumonia, 2006.

; Is activity against "atypical" pathogens necessary in the treatment protocols for Clin Infect Dis. 2008 Dec 147 Suppl 3:S232-6.

; Mycoplasma pneumonia: Clinical features and management. Lung India. 2010 Apr27(2):75-85. doi: 10.4103/0970-2113.63611.

; Infections caused by Chlamydophila pneumoniae. Adv Clin Exp Med. 2014 Jan-Feb23(1):123-6.

; Atypical pathogens and challenges in community-acquired pneumonia. Am Fam Physician. 2004 Apr 169(7):1699-706.

; Empiric antibiotic coverage of atypical pathogens for community-acquired pneumonia in hospitalized adults. Cochrane Database Syst Rev. 2012 Sep 129:CD004418. doi: 10.1002/14651858.CD004418.pub4.

; Elderly patients with community-acquired pneumonia: optimal treatment strategies. Drugs Aging. 2011 Jul 128(7):519-37. doi: 10.2165/11591980-000000000-00000.

; Role of rifampin-based combination therapy for severe community-acquired Legionella pneumophila pneumonia. Ann Pharmacother. 2011 Jul45(7-8):967-76. doi: 10.1345/aph.1Q074. Epub 2011 Jul 20.

; Clinical Infectious Disease, 2008.

; NICE CKS, August 2012 (UK access only)

; Long-term prognosis in community-acquired pneumonia. Curr Opin Infect Dis. 2013 Apr26(2):151-8. doi: 10.1097/QCO.0b013e32835ebc6d.

; Quinolones versus macrolides in the treatment of legionellosis: a systematic review and meta-analysis. J Antimicrob Chemother. 2014 Sep69(9):2354-60. doi: 10.1093/jac/dku159. Epub 2014 May 14.

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to develop precision therapies and biomarkers for idiopathic pulmonary fibrosis (IPF).

Under this strategic research collaboration, the company will work with teams of two leading experts in interstitial lung disease: Naftali Kaminski, MD, a professor of internal medicine and chief of pulmonary, critical care and sleep medicine atYale School of Medicine, and; Ivan O. Rosas, MD, a physician at Brigham and Women’s Hospital and associate professor at Harvard Medical School .

The collaboration brings together a large repository of single-cell RNA sequencing data, which integrates information about both the sequence and the quantity of each RNA molecule, from IPF patients and NuMedii’s area of technology called Artificial Intelligence for Drug Discovery (AIDD).

NuMedii’s AIDD technology involves diverse AI methods, ranging from classical machine learning approaches to a new subfield called deep learning, a method in which each step is based on what is “learned” from the previous one.

With AIDD, the company uses hundreds of millions of molecular, pharmacological and clinical data points, which are coupled with NuMedii-developed algorithms (sets of rules that computers use to solve mathematical problems) to find and develop treatment candidates and biomarkers for clinical research in IPF and other disorders.

“The combination of NuMedii’s AIDD technology with this rich data repository will provide unparalleled discovery capabilities to uncover novel mechanisms, cell types, targets and biomarkers that we believe will be instrumental in identifying and developing precision therapies for orphan diseases like IPF,” Gini Deshpande, PhD, CEO at NuMedii, said in a press release .

Deshpande emphasized the company is “excited” to partner with Kaminski and Rosas to help advance NuMedii’s research in IPF, a condition with “a significant unmet medical need,” he noted.

“Our teams have been at the forefront of analyzing human IPF samples using high throughput technologies for many years,” said Kaminski, who also is a member of NuMedii’s recently created advisory board. He added that the molecular profiling of thousands of cells from patients’ samples “will allow us to understand disease at an unprecedented resolution and should allow us to identify new cell types and biological mechanisms involved in IPF.”

Rosas said the combination of scientific research with NuMedii’s data analytics and drug discovery capabilities may boost “the translation of our research into new precision therapies that will help patients with IPF and the physicians who treat them.”

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