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Nevin Manimala Statistics

Prognostic effect of preoperative Controlling Nutritional Status score in patients with locally advanced rectal cancer: A two-center, retrospective study

Nutrition. 2023 May 13;112:112078. doi: 10.1016/j.nut.2023.112078. Online ahead of print.

ABSTRACT

OBJECTIVES: This study aimed to identify the prognosis relevant to the Controlling Nutritional Status (CONUT) score in locally advanced rectal cancer patients who were treated with neoadjuvant chemoradiotherapy before radical surgery.

METHODS: From a retrospective database of 568 patients undergoing radical surgery for rectal cancer at two Chinese institutions between 2012 and 2022, data for 300 patients with locally advanced rectal cancer were identified. The optimal cutoff value for the CONUT score in predicting overall survival (OS) was determined using X-tile software. The associations of the CONUT score with the recurrent metastasis and clinicopathologic parameters were analyzed. The CONUT score’s ability to predict OS was also compared with other prognostic markers. Univariate and multivariate Cox regression analysis for OS was performed. Subgroup analysis was conducted to evaluate further the CONUT score’s predicting value.

RESULTS: The optimal CONUT score cutoff value was determined as 5 according to X-tile. Patients were divided into CONUT-high (CONUT score ≥ 5) and CONUT-low (CONUT score < 5) groups. CONUT score is significantly correlated with hemoglobin, globulin, and platelets. Time-dependent receiver operating characteristic of the CONUT score predicting OS outperformed all common prognostic markers. Multivariate Cox regression analysis identified CONUT score as an independent prognostic factor for OS (hazard ratio = 5.701; 95% CI, 2.336-13.914; P < 0.001). In the subgroups of age, sex, carcinoembryonic antigen, ypTNM, and tumor response status, significant statistical differences can be observed between CONUT-high and -low.

CONCLUSIONS: The present study finds that the preoperative CONUT score may be a useful prognostic indicator in clinical scenarios.

PMID:37267656 | DOI:10.1016/j.nut.2023.112078

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Nevin Manimala Statistics

Identifying Neural Signatures of Dopamine Signaling with Machine Learning

ACS Chem Neurosci. 2023 Jun 2. doi: 10.1021/acschemneuro.3c00001. Online ahead of print.

ABSTRACT

The emergence of new tools to image neurotransmitters, neuromodulators, and neuropeptides has transformed our understanding of the role of neurochemistry in brain development and cognition, yet analysis of this new dimension of neurobiological information remains challenging. Here, we image dopamine modulation in striatal brain tissue slices with near-infrared catecholamine nanosensors (nIRCat) and implement machine learning to determine which features of dopamine modulation are unique to changes in stimulation strength, and to different neuroanatomical regions. We trained a support vector machine and a random forest classifier to decide whether the recordings were made from the dorsolateral striatum (DLS) versus the dorsomedial striatum (DMS) and find that machine learning is able to accurately distinguish dopamine release that occurs in DLS from that occurring in DMS in a manner unachievable with canonical statistical analysis. Furthermore, our analysis determines that dopamine modulatory signals including the number of unique dopamine release sites and peak dopamine released per stimulation event are most predictive of neuroanatomy. This is in light of integrated neuromodulator amount being the conventional metric used to monitor neuromodulation in animal studies. Lastly, our study finds that machine learning discrimination of different stimulation strengths or neuroanatomical regions is only possible in adult animals, suggesting a high degree of variability in dopamine modulatory kinetics during animal development. Our study highlights that machine learning could become a broadly utilized tool to differentiate between neuroanatomical regions or between neurotypical and disease states, with features not detectable by conventional statistical analysis.

PMID:37267623 | DOI:10.1021/acschemneuro.3c00001

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Nevin Manimala Statistics

Oncological outcomes of visibly complete transurethral resection prior to neoadjuvant chemotherapy for bladder cancer

Int Braz J Urol. 2023 Jul-Aug;49(4):479-489. doi: 10.1590/S1677-5538.IBJU.2023.0123.

ABSTRACT

PURPOSE: To evaluate the potential oncologic benefit of a visibly complete transurethral resection of a bladder tumor (TURBT) prior to neoadjuvant chemotherapy (NAC) and radical cystectomy (RC).

MATERIALS AND METHODS: We identified patients who received NAC and RC between 2011-2021. Records were reviewed to assess TURBT completeness. The primary outcome was pathologic downstaging (<ypT2N0), with complete pathologic response (ypT0N0) and survival as secondary endpoints. Logistic regression and Cox proportional hazards models were utilized.

RESULTS: We identified 153 patients, including 116 (76%) with a complete TURBT. Sixty-four (42%) achieved <ypT2N0 and 43 (28%) achieved ypT0N0. When comparing those with and without a complete TURBT, there was no significant difference in the proportion with <ypT2N0 (43% vs 38%, P=0.57) or ypT0N0 (28% vs 27%, P=0.87). After median follow-up of 3.6 years (IQR 1.5-5.1), 86 patients died, 37 died from bladder cancer, and 61 had recurrence. We did not observe a statistically significant association of complete TURBT with cancer-specific or recurrence-free survival (p≥0.20), although the hazard of death from any cause was significantly higher among those with incomplete TURBT even after adjusting for ECOG and pathologic T stage, HR 1.77 (95% CI 1.04-3.00, P=.034).

CONCLUSIONS: A visibly complete TURBT was not associated with pathologic downstaging, cancer-specific or recurrence-free survival following NAC and RC. These data do not support the need for repeat TURBT to achieve a visibly complete resection if NAC and RC are planned.

PMID:37267613 | DOI:10.1590/S1677-5538.IBJU.2023.0123

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Effects of different combinations of radical nephroureterectomy and bladder cuff excision procedures for upper tract urothelial carcinoma on bladder recurrence

Int Braz J Urol. 2023 Jul-Aug;49(4):469-478. doi: 10.1590/S1677-5538.IBJU.2023.0031.

ABSTRACT

PURPOSE: To compare the effects of different combinations of radical nephroureterectomy (RNU) and bladder cuff excision (BCE) surgical procedures on intravesical recurrence (IVR) in patients with upper tract urothelial carcinoma (UTUC).

MATERIALS AND METHODS: This retrospective observational study included 452 patients who underwent RNU with BCE for UTUC between January 2010 and December 2020. The patients were classified into three groups based on different combinations of RNU and BCE surgical procedures: open RNU with open BCE (group 1, n=104), minimally invasive (MIS) RNU with open BCE (group 2, n=196), and MIS RNU with intracorporeal BCE (group 3, n=152). Data on demographics, body mass index, history, preoperative renal function, perioperative status, tumor characteristics, histopathology, and recurrence conditions were collected. Multivariate Cox regression analyses were performed to determine the impact of the surgical procedures on IVR. P-values < 0.05 were considered statistically significant.

RESULTS: After a median follow-up of 29.5 months, the IVR rate was 29.6% and the IVR-free survival rate was the lowest in group 2 (group 1 vs. group 2 vs. group 3: 69.0% vs. 55.1% vs. 67.5%; log-rank P=0.048). The overall survival rate was comparable among the three groups. Multivariate analysis revealed that group 2 had a significantly higher risk of IVR than group 1 (hazard ratio=1.949, 95% confidence interval=1.082-3.511, P=0.026), while groups 1 and 3 had similar risks.

CONCLUSIONS: For patients with UTUC, MIS RNU with open BCE is associated with a higher risk of IVR than open RNU with open BCE and MIS RNU with intracorporeal BCE.

PMID:37267612 | DOI:10.1590/S1677-5538.IBJU.2023.0031

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Nevin Manimala Statistics

Associations of Smoking, Cytomegalovirus Serostatus, and Natural Killer Cell Phenotypes in Smokers With and At Risk for COPD

Chronic Obstr Pulm Dis. 2023 Jun 2. doi: 10.15326/jcopdf.2022.0382. Online ahead of print.

ABSTRACT

INTRODUCTION: Chronic obstructive disease (COPD) risk factors, smoking and chronic infection (Cytomegalovirus (CMV)) may mold NK cell populations. What is not known is the magnitude of effect of CMV seropositivity imparts on populations in smokers with and at-risk for COPD. We investigate the independent influence of CMV seropositivity on NK cell populations and differential effects when stratifying by COPD and degree of smoking history.

METHODS: Descriptive statistics determine relationship between cytotoxic NK cell populations and demographic and clinical variables. Multivariable linear regression and predictive modeling was performed to determine associations between positive CMV serology and proportions of CD57+ and NKG2C+ NK cells. We dichotomized our analysis by those with a heavy smoking history, COPD, and describing the effect size of CMV seropositivity on NK cell populations.

RESULTS: When controlled for age, race, sex, pack-years smoked, body-mass index, and lung function, CMV+ serostatus was independently associated with a higher proportion of CD57+, NKG2C+, and NKG2C+CD57+ NK cells. CMV+ serostatus was the sole predictor of larger NKG2C+ and CD57+NKG2C+ populations. Associations are more pronounced in those with COPD and heavy smokers.

CONCLUSIONS: Among Veterans who are current and former smokers, CMV+ serostatus was independently associated with larger CD57+ and NKG2C+ populations, with a larger effect in heavy smokers and those with COPD, and was the sole predictor for increased expression of NKG2C+ and CD57+NKG2C+ populations. These findings may be broadened to include the assessment of longitudinal NK cell population change, accrued inflammatory potential, and further identification of pro-inflammatory NK cell population clusters.

PMID:37267601 | DOI:10.15326/jcopdf.2022.0382

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Nevin Manimala Statistics

Reply to Z. Mai et al

J Clin Oncol. 2023 Jun 2:JCO2300845. doi: 10.1200/JCO.23.00845. Online ahead of print.

NO ABSTRACT

PMID:37267581 | DOI:10.1200/JCO.23.00845

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Nevin Manimala Statistics

Thermalization and Dephasing in Collisional Reservoirs

Phys Rev Lett. 2023 May 19;130(20):200402. doi: 10.1103/PhysRevLett.130.200402.

ABSTRACT

We introduce a wide class of quantum maps that arise in collisional reservoirs and are able to thermalize a system if they operate in conjunction with an additional dephasing mechanism. These maps describe the effect of collisions and induce transitions between populations that obey detailed balance, but also create coherences that prevent the system from thermalizing. We combine these maps with a unitary evolution acting during random Poissonian times between collisions and causing dephasing. We find that, at a low collision rate, the nontrivial combination of these two effects causes thermalization in the system. This scenario is suitable for modeling collisional reservoirs at equilibrium. We justify this claim by identifying the conditions for such maps to arise within a scattering theory approach and provide a thorough characterization of the resulting thermalization process.

PMID:37267544 | DOI:10.1103/PhysRevLett.130.200402

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Nevin Manimala Statistics

Extreme Statistics and Spacing Distribution in a Brownian Gas Correlated by Resetting

Phys Rev Lett. 2023 May 19;130(20):207101. doi: 10.1103/PhysRevLett.130.207101.

ABSTRACT

We study a one-dimensional gas of N Brownian particles that diffuse independently, but are simultaneously reset to the origin at a constant rate r. The system approaches a nonequilibrium stationary state with long-range interactions induced by the simultaneous resetting. Despite the presence of strong correlations, we show that several observables can be computed exactly, which include the global average density, the distribution of the position of the kth rightmost particle, and the spacing distribution between two successive particles. Our analytical results are confirmed by numerical simulations. We also discuss a possible experimental realization of this resetting gas using optical traps.

PMID:37267543 | DOI:10.1103/PhysRevLett.130.207101

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Nevin Manimala Statistics

Shared pedigree relationships and transmission of unreduced gametes in cultivated banana

Ann Bot. 2023 Jun 2:mcad065. doi: 10.1093/aob/mcad065. Online ahead of print.

ABSTRACT

BACKGROUND AND AIMS: Cultivated bananas resulted from inter-(sub-)specific hybridizations involving Musa species and subspecies (M. acuminata subspecies, M. schizocarpa, M. balbisiana) and the subsequent selection, centuries ago, of hybrids with parthenocarpic, seedless fruits. Cultivars have low fertility and are vegetatively propagated, forming groups of somaclones. Relatively few of them, mainly triploids, are grown on a large scale and characterization of their parental relationships may be useful for breeding strategies. Here, we investigate parental relationships and gamete-type contributions among diploid and polyploid banana cultivars.

METHODS: We used SNP genotyping data from whole genome sequencing of 178 banana individuals including 111 cultivars, 55 wild bananas and 12 synthetic F1 hybrids. We analysed the proportion of SNP sites in accordance with direct parentage with a global statistic and along chromosomes for selected individuals.

KEY RESULTS: We characterised parentage relationships for seven diploid, eleven triploid and one tetraploid cultivars. Results showed that both diploid and triploid cultivars could have contributed gametes to other banana cultivars. Diploids may have contributed 1x or 2x gametes and triploids, 1x to 3x gametes. The Mchare diploid cultivars group nowadays only found in East Africa, was found as parent of 2 diploid and 8 triploid cultivars. In five of its identified triploid offspring, corresponding to main export or locally popular dessert bananas, Mchare contributed a 2x gamete with full genome restitution without recombination. Analyses of remaining haplotypes in these Mchare offspring suggested ancestral pedigree relationships between different interspecific banana cultivars.

CONCLUSIONS: Current cultivated banana resulted from different pathways of formation, with implication of recombined or un-recombined unreduced gametes produced by diploid or triploid cultivars. Identification of dessert banana’s parents and the type of their contributed gametes should support the design of breeding strategies.

PMID:37267450 | DOI:10.1093/aob/mcad065

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Nevin Manimala Statistics

Tone Deafness in Music Does Not Preclude Distributional Learning of Nonnative Tonal Languages in Individuals With Congenital Amusia

J Speech Lang Hear Res. 2023 Jun 2:1-17. doi: 10.1044/2023_JSLHR-22-00572. Online ahead of print.

ABSTRACT

PURPOSE: Previous studies have shown that individuals with congenital amusia exhibit deficient pitch processing across music and language domains. This study investigated whether adult Chinese-speaking listeners with amusia were still able to learn Thai lexical tones based on stimulus frequency of statistical distribution via distributional learning, despite their degraded lexical tone perception.

METHOD: Following a pretest-training-posttest design, 21 amusics and 23 typical, musically intact listeners were assigned into bimodal and unimodal distribution conditions. Listeners were asked to discriminate minimal pairs of Thai mid-level tone and falling tone superimposed on variable base syllables and uttered by different speakers. The perceptual accuracy for each test session and improvement from pretest to posttest were collected and analyzed between the two groups using generalized mixed-effects models.

RESULTS: When discriminating Thai lexical tones, amusics were less accurate than typical listeners. Nonetheless, similarly to control listeners, perceptual gains from pretest to posttest were observed in bimodally rather than unimodally trained amusics, as evidenced by both trained and nontrained test words.

CONCLUSIONS: Amusics are able to learn lexical tones in a second or foreign context of speech. This extends previous research by showing that amusics’ distributional learning of linguistic pitch remains largely preserved despite their degraded pitch processing. It is thus likely that manifestations of amusia in speech could not result from their abnormal statistical learning mechanism. This study meanwhile provides a heuristic approach for future studies to apply this paradigm into amusics’ treatment to mitigate their pitch-processing disorder.

PMID:37267445 | DOI:10.1044/2023_JSLHR-22-00572