Research graph
References from Machine learning analysis of SERS fingerprinting for the rapid determination of Mycobacterium tuberculosis infection and drug resistance. Local targets link to admitted publications; unresolved targets remain external evidence.
Diagnosis and treatment of extrapulmonary tuberculosis
2015 · External reference
Global Tuberculosis Report 2020 – Reflections on the Global TB burden, treatment and prevention efforts
10.1016/j.ijid.2021.02.107 · 2021 · External reference
The WHO Global Tuberculosis 2021 Report – not so good news and turning the tide back to End TB
2022 · External reference
Covid-19’s devastating effect on tuberculosis care — A path to recovery
2022 · External reference
Latent tuberculosis: two centuries of confusion
2021 · External reference
Changes in incidence and epidemiological characteristics of pulmonary tuberculosis in Mainland China, 2005-2016
10.1001/jamanetworkopen.2021.5302 · 2021 · External reference
Epidemic trends of tuberculosis in china from 1990 to 2017: evidence from the global burden of disease study
10.2147/idr.s249698 · 2020 · External reference
Ending tuberculosis in China: health system challenges
10.1016/s2468-2667(21)00203-6 · 2021 · External reference
10.1128/cmr.16.3.463-496.2003
10.1128/cmr.16.3.463-496.2003 · External reference
10.1042/bcj20200194
10.1042/bcj20200194 · External reference
Latent tuberculosis infection: An overview
10.14745/ccdr.v43i34a01 · 2017 · External reference
Tuberculosis diagnostics: overcoming ancient challenges with modern solutions
10.1042/etls20200335 · 2020 · External reference
Recent updates on drug resistance in Mycobacterium tuberculosis
10.1111/jam.14478 · 2019 · External reference
Detection and diagnosis of Mycobacterium tuberculosis
10.1586/eri.09.92 · 2014 · External reference
Culture-free proof of Mycobacterium tuberculosis - a new assay for viable bacteria
10.1016/j.ebiom.2020.103117 · 2020 · External reference
Detection of Mycobacterium tuberculosis in AFB smear-negative sputum specimens through MTB culture and GeneXpert® MTB/RIF assay
10.1177/2058738419827174 · 2019 · External reference
Serological tests for the diagnosis of active tuberculosis: relevance for India
2012 · External reference
WHO recommends against inaccurate tuberculosis tests
10.1016/s0140-6736(11)60005-6 · 2011 · External reference
Pulmonary tuberculosis: role of radiology in diagnosis and management
10.1148/rg.2017160032 · 2017 · External reference
10.1186/s12879-020-05752-7
10.1186/s12879-020-05752-7 · External reference
Applications of Raman spectroscopy in bacterial infections: principles, advantages, and shortcomings
2021 · External reference
Comparative analysis of machine learning algorithms on surface enhanced Raman spectra of clinical Staphylococcus species
2021 · External reference
Centering, scaling, and transformations: improving the biological information content of metabolomics data
10.1186/1471-2164-7-142 · 2006 · External reference
Towards normalization selection of Raman data in the context of protein glycation: application of validity indices to PCA processed spectra
10.1039/c9an02155h · 2020 · External reference
Model Evaluation, p 263–279
2019 · External reference
Surface-enhanced Raman scattering (SERS) with silver nano substrates synthesized by microwave for rapid detection of foodborne pathogens
2018 · External reference
Detection of E. coli using SERS active filters with silver nanorod array
10.1016/j.snb.2013.10.038 · 2014 · External reference
Culture-free diagnostics of Pseudomonas aeruginosa infection by silver nanorod array based SERS from clinical sputum samples. Nanomedicine: Nanotechnology
2014 · External reference
10.1021/acs.analchem.6b01273
10.1021/acs.analchem.6b01273 · External reference
Rapid discrimination of clinically important pathogens through machine learning analysis of surface enhanced Raman spectra
10.3389/fmicb.2022.843417 · 2022 · External reference
Application of random forest based approaches to surface-enhanced Raman scattering data
10.1038/s41598-020-62338-8 · 2020 · External reference
Recursive feature elimination in Raman spectra with support vector machines
10.1007/s12200-017-0726-4 · 2017 · External reference
Rapid identification of pathogenic bacteria using Raman spectroscopy and deep learning
2019 · External reference
Discrimination between carbapenem-resistant and carbapenem-sensitive Klebsiella pneumoniae strains through computational analysis of surface-enhanced Raman spectra: a pilot study
2022 · External reference
Diagnosis of active tuberculosis disease: From microscopy to molecular techniques
10.1016/j.jctube.2016.05.005 · 2016 · External reference
10.1128/jcm.01763-07
10.1128/jcm.01763-07 · External reference
Rapid detection of food- and waterborne bacteria using surface-enhanced Raman spectroscopy coupled with silver nanosubstrates
10.1007/s00253-011-3634-3 · 2011 · External reference
Characterization and analysis of mycobacteria and Gram-negative bacteria and co-culture mixtures by Raman microspectroscopy, FTIR, and atomic force microscopy
10.1007/s00216-012-6556-8 · 2012 · External reference
10.1016/j.bios.2017.02.032
10.1016/j.bios.2017.02.032 · External reference
Label-free identification carbapenem-resistant Escherichia coli based on surface-enhanced resonance Raman scattering
10.1039/c7ra13063e · 2018 · External reference
10.1039/c0lc00536c
10.1039/c0lc00536c · External reference
Bio-organism sensing via surface enhanced Raman spectroscopy on controlled metal/polymer nanostructured substrates
10.1116/1.3147962 · 2009 · External reference
LOC-SERS: A Promising Closed System for the Identification of Mycobacteria
10.1021/acs.analchem.6b01152 · 2016 · External reference
Combined negative dielectrophoresis with a flexible SERS platform as a novel strategy for rapid detection and identification of bacteria
10.1007/s00216-021-03169-y · 2021 · External reference
Bacteria detection: from powerful SERS to its advanced compatible techniques
10.1002/advs.202001739 · 2020 · External reference
Unresolved reference
External reference
Mycobacterium tuberculosis dissemination plays a critical role in pathogenesis
10.3389/fcimb.2020.00065 · 2020 · External reference
10.3389/fmicb.2019.02417
10.3389/fmicb.2019.02417 · External reference
Metabolic fingerprinting in disease diagnosis: biomedical applications of infrared and Raman spectroscopy
10.1039/b602376m · 2006 · External reference
Raman and infrared spectroscopy of carbohydrates: A review
10.1016/j.saa.2017.05.045 · 2017 · External reference
Characterization by Raman spectroscopy of conformational changes on guanine–cytosine and adenine–thymine oligonucleotides induced by aminooxy analogues of spermidine
10.1002/jrs.1107 · 2004 · External reference
A novel and rapid serum detection technology for non-invasive screening of gastric cancer based on raman spectroscopy combined with different machine learning methods
10.3389/fonc.2021.665176 · 2021 · External reference
SERS biosensor based on engineered 2D-aperiodic nanostructure for in-situ detection of viable Brucella bacterium in complex matrix
2021 · External reference
High rates of multidrug-resistant and rifampicin-resistant tuberculosis among re-treatment cases: where do they come from?
10.1186/s12879-016-2171-1 · 2017 · External reference
Molecular diagnosis of drug-resistant tuberculosis; A literature review
2019 · External reference