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Nevin Manimala Statistics

Machine learning applied to MRI evaluation for the detection of lymph node metastasis in patients with locally advanced cervical cancer treated with neoadjuvant chemotherapy

Arch Gynecol Obstet. 2022 Nov 12. doi: 10.1007/s00404-022-06824-6. Online ahead of print.

ABSTRACT

PURPOSE: Concurrent cisplatin-based chemotherapy and radiotherapy (CCRT) plus brachytherapy is the standard treatment for locally advanced cervical cancer (LACC). Platinum-based neoadjuvant chemotherapy (NACT) followed by radical hysterectomy is an alternative for patients with stage IB2-IIB disease. Therefore, the correct pre-treatment staging is essential to the proper management of this disease. Pelvic magnetic resonance imaging (MRI) is the gold standard examination but studies about MRI accuracy in the detection of lymph node metastasis (LNM) in LACC patients show conflicting data. Machine learning (ML) is emerging as a promising tool for unraveling complex non-linear relationships between patient attributes that cannot be solved by traditional statistical methods. Here we investigated whether ML might improve the accuracy of MRI in the detection of LNM in LACC patients.

METHODS: We analyzed retrospectively LACC patients who underwent NACT and radical hysterectomy from 2015 to 2020. Demographic, clinical and MRI characteristics before and after NACT were collected, as well as information about post-surgery histopathology. Random features elimination wrapper was used to determine an attribute core set. A ML algorithm, namely Extreme Gradient Boosting (XGBoost) was trained and validated with tenfold cross-validation. The performances of the algorithm were assessed.

RESULTS: Our analysis included n.92 patients. FIGO stage was IB2 in n.4/92 (4.3%), IB3 in n.42/92 (45%), IIA1 in n.1/92 (1.1%), IIA2 in n.16/92 (17.4%) and IIB in n.29/92 (31.5%). Despite detected neither at pre-treatment and post-treatment MRI in any patients, LNM occurred in n.16/92 (17%) patients. The attribute core set used to train ML algorithms included grading, histotypes, age, parity, largest diameter of lesion at either pre- and post-treatment MRI, presence/absence of fornix infiltration at pre-treatment MRI and FIGO stage. XGBoost showed a good performance (accuracy 89%, precision 83%, recall 78%, AUROC 0.79).

CONCLUSIONS: We developed an accurate model to predict LNM in LACC patients in NACT, based on a ML algorithm requiring few easy-to-collect attributes.

PMID:36370209 | DOI:10.1007/s00404-022-06824-6

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Nevin Manimala Statistics

Incidence and risk factors of lumbar plexus injury in patients undergoing oblique lumbar interbody fusion surgery

Eur Spine J. 2022 Nov 12. doi: 10.1007/s00586-022-07439-w. Online ahead of print.

ABSTRACT

PURPOSE: To investigate the incidence and risk factors of lumbar plexus injury (LPI) after oblique lumbar interbody fusion (OLIF) surgery.

METHODS: A total of 110 patients who underwent OLIF surgery between January 2017 and January 2021 were retrospectively reviewed. Patients were divided into two groups: the group with LPI (LPI group) and the group without LPI (non-LPI group). The baseline demographic data, surgical variables and radiographic parameters were compared and analyzed between these two groups.

RESULTS: Among all participants, 13 (8.5%) had LPI-related symptoms postoperatively (short-term), and 6 (5.5%) did not fully recover after one year (long-term). Statistically, there were no significant differences in the baseline demographic data, surgery duration, intraoperative blood loss, preoperative diagnosis, surgical procedures used and incision length. Compared with the non-LPI group, patients in the LPI group had a narrower OLIF channel space. In LPI group, the anterior edge of left psoas major muscle overpasses the anterior edge of surgical intervertebral disk (IVD) on axial MRI. Logistic regression analysis revealed that narrow OLIF channel space and the anterior edge of left psoas major muscle overpassing the anterior edge of surgical IVD on axial MRI were independently associated with both short-term and long-term LPI.

CONCLUSION: Narrow OLIF channel space and the anterior edge of left psoas major muscle overpassing the anterior edge of surgical IVD are significant risk factors of OLIF surgery-related LPI. Surgeons should use preoperative imaging to adequately assess these risk factors to reduce the occurrence of LPI.

PMID:36370208 | DOI:10.1007/s00586-022-07439-w

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Nevin Manimala Statistics

No role of antibiotics in patients with chest trauma requiring inter-costal drain: a pilot randomized controlled trial

Eur J Trauma Emerg Surg. 2022 Nov 12. doi: 10.1007/s00068-022-02163-y. Online ahead of print.

ABSTRACT

PURPOSE: To study the role of prolonged prophylactic antibiotic therapy (PAT) in the prevention of Inter-costal drain (ICD) related infectious complications in patients with Blunt Trauma Chest (BTC).

METHODS: Patients of age 15 years and above with BTC requiring ICD were included. Patients with penetrating chest injuries, associated injuries/illnesses requiring antibiotic administration, need for mechanical ventilation, known pulmonary disease or immuno-compromised status and need for open thoracotomy were excluded. 120 patients were randomized equally to two groups; no prolonged PAT group (Group A) and prolonged PAT group (group B). Both group patients received one shot of injectable antibiotic prior to ICD insertion. Primary outcome measure was comparison of ICD related infectious complications (pneumonia, empyema and SSI) and secondary outcome measures included the duration of ICD, Length of Hospital stay (LOS) and in-hospital mortality in both the groups.

RESULTS: Infectious complications (pneumonia, empyema and SSI) were seen in only one patient in antibiotic group, and none in no antibiotic group (p value = 0.500). Other complications such as post ICD pain scores, respiratory failure requiring ventilatory support, retained hemothorax or recurrent pneumothorax, did not show any statistical difference between both groups. Also, no significant difference was seen in both the groups in terms of mean duration of ICD (p value = 0.600) and LOS (p value = 0.259).m CONCLUSION: Overall prevalence of ICD related infectious complications are low in BTC patients. Definitive role of prolonged prophylactic antibiotics in reducing infectious complications and other associated co morbidities in BTC patients with ICDs could not be established.

TRIAL REGISTRY DETAILS: Clinical Trial Registry, India (Trial registered at ctri.nic.in/clinical trials/login.php, number REF/2019/021704 dated 18/10/2019).

PMID:36370185 | DOI:10.1007/s00068-022-02163-y

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Nevin Manimala Statistics

Disruption of the anterior commissure in Olig2 deficient mice

Eur J Neurosci. 2022 Nov 12. doi: 10.1111/ejn.15861. Online ahead of print.

ABSTRACT

In the present study, we examined neural circuit formation in the forebrain of the Olig2 knockout (Olig2-KO) mouse model and found disruption of the anterior commissure at the late fetal stage. Axon bundles of the anterior commissure encountered the wall of the third ventricle and ceased axonal extension. L1-CAM immunohistochemistry showed that Olig2-KO mice lose decussation formation in the basal forebrain. DiI tracing revealed that the thin bundles of the anterior commissure axons crossed the midline but ceased further extension into the deep part of the contralateral side. Furthermore, some fractions of DiI-labeled axons were oriented dorsolaterally, which was not observed in the control mouse forebrain. The rostral part of the third ventricle was much wider in the Olig2-KO mice than in wild-type mice, which likely resulted in the delay of midline fusion and subsequent delay and malformation of the anterior commissure. We analyzed gene expression alterations in the Olig2-KO mice using a public database and found multiple genes, which are related to axon guidance and epithelial-mesenchymal transition, showing subtle expression changes. These results suggest that Olig2 is essential for anterior commissure formation, likely by regulating multiple biological processes.

PMID:36370145 | DOI:10.1111/ejn.15861

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Nevin Manimala Statistics

The Use of the International Academy of Cytology Yokohama System for Reporting Breast Fine-Needle Aspiration Biopsy

Am J Clin Pathol. 2022 Nov 12:aqac132. doi: 10.1093/ajcp/aqac132. Online ahead of print.

ABSTRACT

OBJECTIVES: To perform the first meta-analysis regarding the pooled risk of malignancy (ROM) of each category of the Yokohama system for reporting breast fine-needle aspiration, as well as assess the latter’s diagnostic accuracy using this new system.

METHODS: Two databases were searched, followed by data extraction, study quality assessment, and statistical analysis.

RESULTS: The “Insufficient,” “Benign,” “Atypical,” “Suspicious,” and “Malignant” Yokohama system categories were associated with a pooled ROM of 17% (95% CI, 10%-28%), 1% (95% CI, 1%-3%), 20% (95% CI, 17%-23%), 86% (95% CI, 79%-92%), and 100% (95% CI, 99%-100%), respectively. When both “Suspicious” and “Malignant” interpretations were regarded as cytologically positive, sensitivity (SN) was 91% (95% CI, 87.6%-93.5%) and false-positive rate (FPR) was 2.33% (95% CI, 1.30-4.14%). A summary receiver operating characteristic curve was constructed and the pooled area under the curve was 97.3%, while the pooled diagnostic odds ratio was 564 (95% CI, 264-1,206), indicating a high level of diagnostic accuracy. When only “Malignant” interpretations were regarded as cytologically positive, the pooled FPR was lower (0.75%; 95% CI, .39%-1.42%) but at the expense of SN (76.61%; 95% CI, 70.05%-82.10%).

CONCLUSIONS: Despite Yokohama’s system early success, more data would be needed to unravel the system’s value in clinical practice.

PMID:36370120 | DOI:10.1093/ajcp/aqac132

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Nevin Manimala Statistics

The ProteomeXchange consortium at 10 years: 2023 update

Nucleic Acids Res. 2022 Nov 12:gkac1040. doi: 10.1093/nar/gkac1040. Online ahead of print.

ABSTRACT

Mass spectrometry (MS) is by far the most used experimental approach in high-throughput proteomics. The ProteomeXchange (PX) consortium of proteomics resources (http://www.proteomexchange.org) was originally set up to standardize data submission and dissemination of public MS proteomics data. It is now 10 years since the initial data workflow was implemented. In this manuscript, we describe the main developments in PX since the previous update manuscript in Nucleic Acids Research was published in 2020. The six members of the Consortium are PRIDE, PeptideAtlas (including PASSEL), MassIVE, jPOST, iProX and Panorama Public. We report the current data submission statistics, showcasing that the number of datasets submitted to PX resources has continued to increase every year. As of June 2022, more than 34 233 datasets had been submitted to PX resources, and from those, 20 062 (58.6%) just in the last three years. We also report the development of the Universal Spectrum Identifiers and the improvements in capturing the experimental metadata annotations. In parallel, we highlight that data re-use activities of public datasets continue to increase, enabling connections between PX resources and other popular bioinformatics resources, novel research and also new data resources. Finally, we summarise the current state-of-the-art in data management practices for sensitive human (clinical) proteomics data.

PMID:36370099 | DOI:10.1093/nar/gkac1040

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Nevin Manimala Statistics

Behavioral excess and disruptive conduct: a historical and taxonomical approach to the origin of the “Impulse Control Disorders” diagnostic construct

Addiction. 2022 Nov 12. doi: 10.1111/add.16086. Online ahead of print.

ABSTRACT

BACKGROUND AND AIMS: Impulse Control Disorders (ICDs) are iatrogenic and idiopathic conditions with psychosocial and economic consequences for the affected individuals and their families (e.g., bankruptcy and divorce). However, the definition of ICDs has changed over time and ICDs are not consistently included within existing taxonomies. We discuss the origins of the ICD diagnostic construct and its unsolved tensions.

METHODS: To contextualize the ICD diagnostic construct we provided an overview of its origins in past centuries and followed its development across multiple editions of the Diagnostic and Statistical Manual and the International Classification of Diseases, as well as its definition within emerging ontologies.

RESULTS: Two independent roots of the ICD construct emerged: a) the interest in behavioral excess as expressed in encyclopedic compilations (XVIII century); b) the juridical debate on disruptive conduct and responsibility (XIX-XX century). These roots underlie the repeated taxonomical remodeling observed across the XX and XXI centuries and three critical issues persisting in both clinical practice and research. First, the number of ICDs keeps increasing across the spectrum of human behaviors, disregarding common pathogenetic and phenomenological grounds. Second, ICDs substantially overlap with other mental conditions. Impulsivity is often neglected as minor inconvenience or side effect when co-occurring with major diagnoses (e.g., depression), and therefore inadequately managed. Finally, ICDs definitions display an unsolved tension between being conceived as hobby, moral fault, or pathological drive, which may be responsible for stigma and delayed intervention.

CONCLUSION: The reasons that made ICDs difficult to define from their first conceptualization are the same ones that now complicate taxonomic efforts and diagnosis. Tracing back ICDs’ roots and criticalities can help define a common and less ambiguous theoretical framework, which may also result in the demise of the ICD construct and a move towards better defined and more useful ontologies.

PMID:36370093 | DOI:10.1111/add.16086

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Nevin Manimala Statistics

Mucosal Epithelial Preservation of Free Nasal Grafts Depending on the Recipient Site

Laryngoscope. 2022 Dec;132(12):2301-2306. doi: 10.1002/lary.29983. Epub 2021 Dec 11.

ABSTRACT

OBJECTIVES/HYPOTHESIS: Reconstruction of mucosal defects using free mucosal grafts has become a common procedure during endoscopic sinus surgery. Epithelialization of mucosal grafts affects postoperative complications and outcomes, which could be influenced by different recipient tissue. However, morphological changes occurring in the grafts transplanted over different tissues remain unexplored.

STUDY DESIGN: An animal study.

METHODS: Free mucoperichondrial grafts were prepared from the nasal septum of rabbits; the cartilage group had reconstruction on the nasal septal cartilage, and the perichondrium group had reconstruction on the contralateral perichondrium. The nasal septum was removed after 1 and 4 weeks of reconstruction, and the graft was histologically evaluated.

RESULTS: After 1 week of reconstruction, the mucosal epithelium of grafts in the cartilage group disappeared, whereas the columnar epithelium of grafts was preserved in the perichondrium group. After 4 weeks of reconstruction, the mucosal defect site was covered with mucosal epithelium in both groups. However, while squamous epithelium was mostly observed in the cartilage group, columnar epithelium containing the healthy ciliary and goblet cells was observed in the perichondrium group. Statistically significant differences were detected in the parameters of epithelial morphology between the two groups, which were higher in the perichondrium group.

CONCLUSIONS: In the reconstruction of mucosal defects using free mucosal grafts, difference in recipient tissue affects the graft epithelial morphology.

LEVEL OF EVIDENCE: NA Laryngoscope, 132:2301-2306, 2022.

PMID:36370085 | DOI:10.1002/lary.29983

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Nevin Manimala Statistics

Paragraph – Antibody paratope prediction using Graph Neural Networks with minimal feature vectors

Bioinformatics. 2022 Nov 12:btac732. doi: 10.1093/bioinformatics/btac732. Online ahead of print.

ABSTRACT

SUMMARY: The development of new vaccines and antibody therapeutics typically takes several years and requires over $1bn in investment. Accurate knowledge of the paratope (antibody binding site) can speed up and reduce the cost of this process by improving our understanding of antibody-antigen binding. We present Paragraph, a structure-based paratope prediction tool that outperforms current state-of-the-art tools using simpler feature vectors and no antigen information.

AVAILABILITY: Source code is freely available at www.github.com/oxpig/Paragraph.

SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

PMID:36370083 | DOI:10.1093/bioinformatics/btac732

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Nevin Manimala Statistics

Recent trends in the incidence and survival of stage I liver cancer: a surveillance, epidemiology, and end results analysis

Ann Med. 2022 Dec;54(1):2785-2795. doi: 10.1080/07853890.2022.2131328.

ABSTRACT

BACKGROUND: Improvements in screening and imaging technologies and treatment of liver disease have influenced the trend in diagnosis for stage I liver cancer. In this article, recent trends in age, incidence, tumour size, and survival of different stages of liver cancer are analysed.

METHODS: Surveillance, Epidemiology, and end results data from the National Cancer Institute were used to analyse trends in age-adjusted incidence rate, mean tumour size at diagnosis, age at diagnosis, and 5-year survival probability for stage I liver cancer.

RESULTS: Stage I cases of liver cancer increased most tremendously over the study period, with a greater increase from 2004 to 2012 following a smaller increase from 2012 to 2015. Moreover, the mean age of stage I liver cancer increased by 1.72 years from 2004 to 2015. The 5-year-overall survival for stage I liver cases worsened from 97.9% to 83.7% from 2004 to 2011, whereas the 10-year survival probability for stage I cases worsened from 97.3% in 2004 to 79.6% in 2006. Comparing with higher stage cases, stage I liver cancer were more likely to be females, be married, live in metro areas, receive chemotherapy, and carry medical insurance.

CONCLUSIONS: The incidence of stage I liver cancer has increased over the study period, with an increase in age of diagnosis, decrease in tumour size, and generally stable overall survival rate with slight decrease. These trends emphasized the importance of early detection of liver cancer and regular screening and better treatment for high-risk populations.RESEARCH HIGHLIGHTSImprovements in screening and imaging technologies and treatment of liver disease have influenced the trend in diagnosis for liver cancer.Stage I cases of liver cancer increased most tremendously over the study period, with a greater increase from 2004 to 2012 following a smaller increase from 2012 to 2015.These trends emphasized the importance of early detection of liver cancer and regular screening and better treatment for high-risk populations.

PMID:36370068 | DOI:10.1080/07853890.2022.2131328