Liang Zhang

ORCID: 0000-0001-9264-170X
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About
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Research Areas
  • Glaucoma and retinal disorders
  • Retinal Imaging and Analysis
  • Retinal Diseases and Treatments
  • Genetic Associations and Epidemiology
  • Corneal surgery and disorders
  • Spectral Theory in Mathematical Physics
  • Matrix Theory and Algorithms
  • Ophthalmology and Eye Disorders
  • Cancer-related molecular mechanisms research
  • Image and Signal Denoising Methods
  • Bayesian Methods and Mixture Models
  • Differential Equations and Boundary Problems
  • Advanced Optimization Algorithms Research
  • Genetic and phenotypic traits in livestock
  • Optical Coherence Tomography Applications
  • Speech and Audio Processing
  • Advanced Adaptive Filtering Techniques
  • RNA modifications and cancer
  • Statistical Methods and Bayesian Inference
  • Advanced Differential Equations and Dynamical Systems
  • Ultrasonics and Acoustic Wave Propagation
  • Thermography and Photoacoustic Techniques
  • Polynomial and algebraic computation
  • Metabolomics and Mass Spectrometry Studies
  • Statistical Distribution Estimation and Applications

Shanxi Academy of Medical Sciences
2024

Shanxi Medical University
2024

Tianjin Fire Research Institute
2024

Affiliated Hospital of Shandong University of Traditional Chinese Medicine
2024

Chengdu Research Base of Giant Panda Breeding
2024

National University of Singapore
2005-2023

Southern University of Science and Technology
2023

Singapore National Eye Center
2016-2021

Singapore Eye Research Institute
2015-2021

Capital University
2021

Given that the neural and connective tissues of optic nerve head (ONH) exhibit complex morphological changes with development progression glaucoma, their simultaneous isolation from optical coherence tomography (OCT) images may be great interest for clinical diagnosis management this pathology. A deep learning algorithm (custom U-NET) was designed trained to segment 6 ONH tissue layers by capturing both local (tissue texture) contextual information (spatial arrangement tissues). The overall...

10.1364/boe.9.003244 article EN cc-by Biomedical Optics Express 2018-06-25

Diabetic retinopathy (DR) is the most common microvascular complication of diabetes and leading cause visual impairment in working-age adults. Patients with often develop DR despite appropriate control systemic risk factors, suggesting involvement other pathogenic factors. We hypothesize that plasma metabolic signature distinct resolvable from alone. A nested population-based case-control metabonomic study was first performed on 40 cases subjects using gas chromatography-mass spectrometry....

10.2337/db15-0661 article EN Diabetes 2016-01-28
Fumihiko Takeuchi Masato Akiyama Nana Matoba Tomohiro Katsuya Masahiro Nakatochi and 95 more Yasuharu Tabara Akira Narita Woei‐Yuh Saw Sanghoon Moon Cassandra N. Spracklen Jin Fang Chai Young‐Jin Kim Liang Zhang Chaolong Wang Huaixing Li Honglan Li Jer‐Yuarn Wu Rajkumar Dorajoo Jovia L. Nierenberg Ya Xing Wang Jing He Derrick Bennett Atsushi Takahashi Yukihide Momozawa Makoto Hirata Koichi Matsuda Hiromi Rakugi Eitaro Nakashima Masato Isono Matsuyuki Shirota Atsushi Hozawa Sahoko Ichihara Tatsuaki Matsubara Ken Yamamoto Katsuhiko Kohara Michiya Igase Sohee Han Penny Gordon‐Larsen Wei Huang Sang Lee Linda S. Adair Mi Yeong Hwang Juyoung Lee Miao Li Chee Charumathi Sabanayagam Wanting Zhao Jianjun Liu Dermot F. Reilly Liang Sun Shaofeng Huo Todd L. Edwards Jirong Long Li-Ching Chang Chien-Hsiun Chen Jian‐Min Yuan Woon‐Puay Koh Yechiel Friedlander Tanika N. Kelly Wen Bin Wei Liang Xu Hui Cai Yong‐Bing Xiang Kuang Lin Robert Clarke Robin Walters Iona Y. Millwood Liming Li John C. Chambers Jaspal S. Kooner Paul Elliott Pim van der Harst Marie Loh Niek Verweij Weihua Zhang Benjamin Lehne Irene Mateo Leach Alexander Drong James Abbott Han Sun William R. Scott Gianluca Campanella Marc Chadeau‐Hyam Uzma Afzal Tõnu Esko Sarah E. Harris Jaana Hartiala Marcus E. Kleber Richa Saxena Alexandre F.R. Stewart Tarunveer S. Ahluwalia Imke Aits Alexessander Couto Alves Shikta Das Jemma C. Hopewell Robert W. Koivula Leo‐Pekka Lyytikäinen Iris Postmus Olli Raitakari Robert A. Scott Rossella Sorice

Abstract Blood pressure (BP) is a major risk factor for cardiovascular disease and more than 200 genetic loci associated with BP are known. Here, we perform multi-stage genome-wide association study (max N = 289,038) principally in East Asians meta-analysis Europeans. We report 19 new ancestry-specific variants, conforming to common variant model. At 10 unique loci, distinct non-rare variants colocalize within the same linkage disequilibrium block despite significantly discordant effects...

10.1038/s41467-018-07345-0 article EN cc-by Nature Communications 2018-11-22

Previous studies have suggested that the lamina cribrosa (LC) and its surrounding sclera are biomechanically important in pathogenesis of glaucoma, but many were limited by assumptions tissue isotropy homogeneity. Here, we used an improved biomechanical model driven experimental measurements scleral LC collagen fiber organization to more accurately evaluate optic nerve head (ONH) biomechanics.Collagen was quantitatively mapped across human ONH cryosections (three normal three glaucomatous)...

10.1167/iovs.14-15734 article EN Investigative Ophthalmology & Visual Science 2015-03-03

10.1016/s0020-7403(01)00064-9 article EN International Journal of Mechanical Sciences 2001-12-01

Purpose: To remove blood vessel shadows from optical coherence tomography (OCT) images of the optic nerve head (ONH). Methods: Volume scans consisting 97 horizontal B-scans were acquired through center ONH using a commercial OCT device for both eyes 13 subjects. A custom generative adversarial network (named DeshadowGAN) was designed and trained with 2328 in order to unseen B-scans. Image quality assessed qualitatively (for artifacts) quantitatively intralayer contrast—a measure shadow...

10.1167/tvst.9.2.23 article EN cc-by-nc-nd Translational Vision Science & Technology 2020-04-15

To compare in vivo lamina cribrosa (LC) strains (deformations) following acute IOP elevation healthy, glaucoma, and ocular hypertensive subjects.There were 20 high-tension primary open-angle glaucoma (POAG), 16 angle-closure (PACG), (OHT; with normal visual fields) eyes studied. For each test eye, the optic nerve head was imaged three times (at baseline IOP, an of to approximately 35 then 45 mm Hg using ophthalmodynamomter) optical coherence tomography (OCT). A three-dimensional (3D)...

10.1167/iovs.17-21982 article EN cc-by-nc-nd Investigative Ophthalmology & Visual Science 2018-01-16

In current approaches to vision screening in the community, a simple and efficient process is needed identify individuals who should be referred tertiary eye care centres for loss related diseases. The emergence of deep learning technology offers new opportunities revolutionise this clinical referral pathway. We aimed assess performance newly developed algorithm detection disease-related visual impairment.In proof-of-concept study, using retinal fundus images from 15 175 eyes with complete...

10.1016/s2589-7500(20)30271-5 article EN cc-by The Lancet Digital Health 2020-12-22

Recently proposed deep learning (DL) algorithms for the segmentation of optical coherence tomography (OCT) images to quantify morphological changes optic nerve head (ONH) tissues during glaucoma have limited clinical adoption due their device specific nature and difficulty in preparing manual segmentations (training data). We propose a DL-based 3D framework that is easily translatable across OCT devices label-free manner (i.e. without need manually re-segment data each device). Specifically,...

10.1364/boe.395934 article EN cc-by Biomedical Optics Express 2020-08-19

"Dry eye" is a multifactorial inflammatory disease affecting the ocular surface. Tear hyperosmolarity in dry eye contributes to inflammation and cell damage. Recent research efforts on have been directed toward biomarker discovery for diagnosis, response treatment, mechanisms. This study employed spontaneously immortalized normal human conjunctival line, IOBA-NHC, as model investigate hyperosmotic stress-induced changes of metabolites proteins. Global targeted metabonomic analyses well...

10.1021/acs.jproteome.5b00443 article EN Journal of Proteome Research 2015-08-11

Background To estimate and compare changes in the Bruch’s membrane opening—minimum rim width (BMO–MRW) area normal, ocular hypertensive glaucoma eyes following acute elevations intraocular pressure (IOP). Methods The optic nerve heads (ONHs) of 104 subjects (31 normals, 20 hypertension (OHT) 53 with primary glaucoma) were imaged using Spectral-domain optical coherence tomography (OCT; Spectralis, Heidelberg Engineering, Germany). IOP was raised twice by applying a force (0.64 n then 0.9 n)...

10.1136/bjophthalmol-2017-310232 article EN British Journal of Ophthalmology 2017-05-10

To develop and use a custom virtual fields method (VFM) to assess the biomechanical properties of human prelamina lamina cribrosa (LC) in vivo.Clinical data 20 healthy, ocular hypertensive (OHT), primary open-angle glaucoma, 16 angle-closure glaucoma eyes were analyzed. For each eye, intraocular pressure (IOP) optical coherence tomography (OCT) images optic nerve head (ONH) acquired at normal state after acute IOP elevation. The IOP-induced deformation ONH was obtained from OCT volumes using...

10.1167/iovs.61.3.27 article EN cc-by-nc-nd Investigative Ophthalmology & Visual Science 2020-03-18

The objective was to examine prospectively the association between retinal microvascular signs and development of diabetic kidney disease (DKD) in Asian White populations. We analysed two population-based cohorts, composing 1,221 Asians (SEED) 703 (WESDR) adults with diabetes. Retinal at baseline included vascular caliber (arteriolar-CRAE, venular-CRVE) retinopathy (DR). Incident cases DKD were identified after ~ 6-year. defined based on eGFR SEED proteinuria or history renal dialysis WESDR....

10.1038/s41598-021-84464-7 article EN cc-by Scientific Reports 2021-03-01

<h3>Importance</h3> Cataracts and diabetic retinopathy (DR) are the leading causes of acquired blindness worldwide. Although extraction is standard treatment option for cataracts, it also reported to increase risk developing DR among individuals with diabetes. Nevertheless, association between cataract surgery still not well understood, there have been no prior population-based reports in this area. <h3>Objective</h3> To assess after type 2 <h3>Design, Setting, Participants</h3> A...

10.1001/jamanetworkopen.2020.8035 article EN cc-by-nc-nd JAMA Network Open 2020-06-16

Acoustic deformation potential (ADP) quantifies carrier-acoustic phonon coupling and is essential for dissecting transport physics in thermoelectrics. Herein, we report the use of ultrafast spectroscopy coherent acoustic phonons (CAPs) to characterize ADP thermoelectric materials, using ${\mathrm{Mg}}_{3}{\mathrm{Sb}}_{2}$ as an example. The photon energy-dependent amplitudes CAP-induced oscillatory reflectance were used determine constant, agreeing well with that from first-principles...

10.1103/physrevb.108.064310 article EN Physical review. B./Physical review. B 2023-08-21
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