1.Revisiting the utility of identifying nuclear grooves as unique nuclear changes by an object detector model
Pedro R. F. RENDE ; Joel Machado PIRES ; Kátia Sakimi NAKADAIRA ; Sara LOPES ; João VALE ; Fabio HECHT ; Fabyan E. L. BELTRÃO ; Gabriel J. R. MACHADO ; Edna T. KIMURA ; Catarina ELOY ; Helton E. RAMOS
Journal of Pathology and Translational Medicine 2024;58(3):117-126
Background:
Among other structures, nuclear grooves are vastly found in papillary thyroid carcinoma (PTC). Considering that the application of artificial intelligence in thyroid cytology has potential for diagnostic routine, our goal was to develop a new supervised convolutional neural network capable of identifying nuclear grooves in Diff-Quik stained whole-slide images (WSI) obtained from thyroid fineneedle aspiration.
Methods:
We selected 22 Diff-Quik stained cytological slides with cytological diagnosis of PTC and concordant histological diagnosis. Each of the slides was scanned, forming a WSI. Images that contained the region of interest were obtained, followed by pre-formatting, annotation of the nuclear grooves and data augmentation techniques. The final dataset was divided into training and validation groups in a 7:3 ratio.
Results:
This is the first artificial intelligence model based on object detection applied to nuclear structures in thyroid cytopathology. A total of 7,255 images were obtained from 22 WSI, totaling 7,242 annotated nuclear grooves. The best model was obtained after it was submitted 15 times with the train dataset (14th epoch), with 67% true positives, 49.8% for sensitivity and 43.1% for predictive positive value.
Conclusions
The model was able to develop a structure predictor rule, indicating that the application of an artificial intelligence model based on object detection in the identification of nuclear grooves is feasible. Associated with a reduction in interobserver variability and in time per slide, this demonstrates that nuclear evaluation constitutes one of the possibilities for refining the diagnosis through computational models.
2.Not All Children with Cystic Fibrosis Have Abnormal Esophageal Neutralization during Chemical Clearance of Acid Reflux.
Frederick W WOODLEY ; Melissa MOORE-CLINGENPEEL ; Rodrigo Strehl MACHADO ; Christopher J NEMASTIL ; Sudarshan R JADCHERLA ; Don HAYES ; Benjamin T KOPP ; Ajay KAUL ; Carlo DI LORENZO ; Hayat MOUSA
Pediatric Gastroenterology, Hepatology & Nutrition 2017;20(3):153-159
PURPOSE: Acid neutralization during chemical clearance is significantly prolonged in children with cystic fibrosis, compared to symptomatic children without cystic fibrosis. The absence of available reference values impeded identification of abnormal findings within individual patients with and without cystic fibrosis. The present study aimed to test the hypothesis that significantly more children with cystic fibrosis have acid neutralization durations during chemical clearance that fall outside the physiological range. METHODS: Published reference value for acid neutralization duration during chemical clearance (determined using combined impedance/pH monitoring) was used to assess esophageal acid neutralization efficiency during chemical clearance in 16 children with cystic fibrosis (3 to <18 years) and 16 age-matched children without cystic fibrosis. RESULTS: Duration of acid neutralization during chemical clearance exceeded the upper end of the physiological range in 9 of 16 (56.3%) children with and in 3 of 16 (18.8%) children without cystic fibrosis (p=0.0412). The likelihood ratio for duration indicated that children with cystic fibrosis are 2.1-times more likely to have abnormal acid neutralization during chemical clearance, and children with abnormal acid neutralization during chemical clearance are 1.5-times more likely to have cystic fibrosis. CONCLUSION: Significantly more (but not all) children with cystic fibrosis have abnormally prolonged esophageal clearance of acid. Children with cystic fibrosis are more likely to have abnormal acid neutralization during chemical clearance. Additional studies involving larger sample sizes are needed to address the importance of genotype, esophageal motility, composition and volume of saliva, and gastric acidity on acid neutralization efficiency in cystic fibrosis children.
Child*
;
Cystic Fibrosis*
;
Electric Impedance
;
Gastric Acid
;
Genotype
;
Humans
;
Reference Values
;
Saliva
;
Sample Size
3.Autologous processed plasma: cytokine profile and effects upon injection into healthy equine joints.
Juliana J MOREIRA ; Ana Paula L MORAES ; Patricia M BROSSI ; Thais S L MACHADO ; Yara M MICHELACCI ; Cristina O MASSOCO ; Raquel Y A BACCARIN
Journal of Veterinary Science 2015;16(1):47-55
This experimental controlled study was performed to evaluate the composition of autologous processed plasma (APP), and the effects of APP intra-articular injection into healthy equine metacarpophalangeal joints. The effects on joints were analysed with a short-phase protocol and a prolonged-phase protocol using saline-injected joints as controls. For the short protocol, horses received one intra-articular APP injection. Synovial fluid samples were collected prior to the injection and 3, 6, 24, 48, and 16 h after treatment. For the prolonged protocol, the joints received three weekly injections of APP, and samples were collected at 0, 7, 14, 21, and 28 days before APP administration. IL1-ra level was found to be increased in APP compared to plasma. Upon intra-articular administration of APP, transient (up to 24 h) increases in white blood cell (WBC) counts along with elevated protein and prostaglandin E2 (PGE2) concentrations were observed in the treated joints. Over the 28-day observation period, APP did not elicit changes relative to baseline levels, but WBC counts, PGE2 and chondroitin sulphate concentrations were lower than those found in the control. In conclusion, APP intra-articular injection induced a mild and transitory inflammatory response but no inflammation reaction was observed over a longer period of treatment and observation.
Animals
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Cytokines/*metabolism
;
*Horses
;
Injections, Intra-Articular
;
Metacarpophalangeal Joint/*drug effects
;
Plasma/*chemistry
;
Time Factors
4.Effects of self-administered exercises based on Tuina techniques on musculoskeletal disorders of professional orchestra musicians: a randomized controlled trial.
Cláudia Maria SOUSA ; E-mail: CLAUDIA.SOUSA@UA.PT. ; Daniela COIMBRA ; Jorge MACHADO ; Henry J GRETEN
Journal of Integrative Medicine 2015;13(5):314-318
BACKGROUNDMusicians are frequently affected by playing-related musculoskeletal disorders (PRMD). Common solutions used by Western medicine to treat musculoskeletal pain include rehabilitation programs and drugs, but their results are sometimes disappointing.
OBJECTIVETo study the effects of self-administered exercises based on Tuina techniques on the pain intensity caused by PRMD of professional orchestra musicians, using numeric visual scale (NVS).
DESIGN, SETTING, PARTICIPANTS AND INTERVENTIONSWe performed a prospective, controlled, single-blinded, randomized study with musicians suffering from PRMD. Participating musicians were randomly distributed into the experimental (n=39) and the control (n=30) groups. After an individual diagnostic assessment, specific Tuina self-administered exercises were developed and taught to the participants. Musicians were instructed to repeat the exercises every day for 3 weeks.
MAIN OUTCOME MEASURESPain intensity was measured by NVS before the intervention and after 1, 3, 5, 10, 15 and 20 d of treatment. The procedure was the same for the control group, however the Tuina exercises were executed in points away from the commonly-used acupuncture points.
RESULTSIn the treatment group, but not the control group, pain intensity was significantly reduced on days 1, 3, 5, 10, 15 and 20.
CONCLUSIONThe results obtained are consistent with the hypothesis that self-administered exercises based on Tuina techniques could help professional musicians controlling the pain caused by PRMD. Although our results are very promising, further studies are needed employing a larger sample size and double blinding designs.
Adult ; Exercise Therapy ; Female ; Humans ; Male ; Medicine, Chinese Traditional ; Middle Aged ; Musculoskeletal Diseases ; therapy ; Music ; Prospective Studies ; Self Administration ; Single-Blind Method
5.Complete Suprapatellar Plica in a Handball Player: A Case Report
Santos PM ; Moreira A ; Costa QJ ; Machado J ; Barbosa NC
Malaysian Orthopaedic Journal 2024;18(No.2):83-85
We report on a 19-year-old female patient who was
diagnosed with a complete suprapatellar plica syndrome. She
underwent arthroscopic excision of the plica. Postoperatively, there was complete resolution of the symptoms,
with return to sports activity. A complete suprapatellar plica
is a rare condition that separates the suprapatellar pouch
from the rest of the knee. Cases of symptomatic complete
suprapatellar plica should be managed with conservative
measures initially. If conservative therapy fails, surgical
arthroscopic excision is required.
6.Immediate effects of Tuina techniques on working-related musculoskeletal disorder of professional orchestra musicians.
Cláudia Maria SOUSA ; Luis MOREIRA ; Daniela COIMBRA ; Jorge MACHADO ; Henry J GRETEN
Journal of Integrative Medicine 2015;13(4):257-261
BACKGROUNDMusicians are a prone group to suffer from working-related musculoskeletal disorder (WRMD). Conventional solutions to control musculoskeletal pain include pharmacological treatment and rehabilitation programs but their efficiency is sometimes disappointing.
OBJECTIVEThe aim of this research is to study the immediate effects of Tuina techniques on WRMD of professional orchestra musicians from the north of Portugal.
DESIGN, SETTING, PARTICIPANTS AND INTERVENTIONSWe performed a prospective, controlled, single-blinded, randomized study. Professional orchestra musicians with a diagnosis of WRMD were randomly distributed into the experimental group (n=39) and the control group (n=30). During an individual interview, Chinese diagnosis took place and treatment points were chosen. Real acupoints were treated by Tuina techniques into the experimental group and non-specific skin points were treated into the control group. Pain was measured by verbal numerical scale before and immediately after intervention.
RESULTSAfter one treatment session, pain was reduced in 91.8% of the cases for the experimental group and 7.9% for the control group.
CONCLUSIONAlthough results showed that Tuina techniques are effectively reducing WRMD in professional orchestra musicians of the north of Portugal, further investigations with stronger measurements, double-blinding designs and bigger simple sizes are needed.
Adult ; Female ; Follow-Up Studies ; Humans ; Male ; Medicine, Chinese Traditional ; methods ; Musculoskeletal Diseases ; rehabilitation ; Music ; Occupational Diseases ; rehabilitation ; Prospective Studies ; Single-Blind Method ; Surveys and Questionnaires