Evaluation of soil texture classification from orthodox interpolation and machine learning techniques.

The current investigation examines the effectiveness of various approaches in predicting the soil texture class (clay, silt, and sand contents) of the Rawalpindi district, Punjab province, Pakistan. The employed techniques included artificial neural networks (ANNs), kriging, co-kriging, and inverse distance weighting (IDW). A total of 44 soil specimens from depths of 10-15 cm were gathered, and then the hydrometer method was adopted to measure their texture. The map of soil grain sets was formulated in the ArcGIS environment, utilizing distinct interpolation approaches. The MATLAB software was used to evaluate soil texture. The gradient fraction, latitude and longitude, elevation, and soil texture fragments of points were proposed to an ANN. Several statistical values, such as correlation coefficient (R), geometric mean error ratios (GMER), and root mean square error (RMSE), were utilized to evaluate the precision of the intended techniques. In assessing grain size and spatial dissemination of clay, silt, and sand, the effectiveness and precision of ANN were superior compared to kriging, co-kriging, and inverse distance weighting. Still, less than a 50% correlation was observed using the ANN. In this examination, the IDW had inferior precision compared to the other approaches. The results demonstrated that the practices produced acceptable results and can be used for future research. Soil texture is among the most central variables that can manipulate agriculture plans. The prepared maps exhibiting the soil texture groups are imperative for crop yield and pastoral scheduling.

Rainwater harvesting for agriculture development using multi-influence factor and fuzzy overlay techniques.

Rainwater harvesting (RWH) is an essential technique for enhancing agricultural development, particularly in regions facing water scarcity or unreliable rainfall patterns. Water shortage, however, is one of the key causes of low crop production especially in mountainous regions like the Khyber Pakhtunkhwa province where most rainwater is lost by runoff. Therefore, rainwater harvesting could be a suitable to make better use of runoff and increase crop production. The study focuses on selecting suitable rainwater harvesting sites in District Karak to enhance agriculture by utilizing multi-influence factor (MIF) and fuzzy overlay techniques. We considered seven factors, i.e., land use land cover (LULC), slope, geology, soil, rainfall, lineament, drainage density, to create a ranking system to understand its application in site selection analysis. The results were combined into one overlay process to produce a rainwater harvesting suitability map. The weighted overlay analysis of the MIF model results reveals that 167.96 km2 area has a very high potential for rainwater harvesting, 874.17 km2 has a high potential, 1182.92 km2 has a moderate and 354.50 km2 has a poor potential for rainwater harvesting. The fuzzy overlay analysis revealed that 257.53 km2 has a very high potential for rainwater harvesting, 896.56 km2 area is classified as high, 1018.30 km2 moderate, and 407.7 km2 has poor potential for rainwater harvesting. The findings of this research work will help the policymakers and decision-makers construct various rainwater harvesting structures in the study area to overcome the water shortage problems.

SETTING UP TRIAGE SERVICES IN THE EMERGENCY DEPARTMENT: EXPERIENCE FROM A TERTIARY CARE INSTITUTE OF PAKISTAN. A JOURNEY TOWARD EXCELLENCE.

The history of triage started from the French battle field for prioritizing patients. Emergency triage was started in early 1950's in USA in order to treat the sickest first. It has now become an integral component of all emergency departments (ED). The basic aim of triage is not only to sort out patients according to the criticality of their illness, but it also serves to streamline the patient flow. This will ultimately enable the ED physician to provide right management at the right time to the right patient in the available resources. In turn has a positive impact in reducing the ED overcrowding. The history of triage at AKUH-ED dated back in 2000. In the beginning physicians and nurse both were assigned to triage desk where they use to sort out the patient according to presenting complaints. At that time the documentation was manual with locally developed triage priorities. With the expansion of ED in 2008, responsibility of triage was shifted to nursing services. Triage policy was established and implemented. Specific triage protocols were developed for guidance and uniformity of care. Manual recording system was replaced by computerized triage data entry software. Enabling the department to monitor patient quality care indicators like total number of patients triaged, triage category, lag time reports and left without being seen by physicians.

The Diagnostic Accuracy of Bone Marrow Biopsy Versus PET/CT Scan in Identifying Bone Marrow Involvement in Diffuse Large B Cell Lymphoma Patients at a Cancer Hospital.

Background It is of great importance to assess bone marrow involvement (BMI) in diffuse large B cell lymphoma (DLBCL) for staging, prognostic, and therapeutic purposes. The gold standard method used for the identification of bone marrow involvement is bone marrow biopsy (BMB), but it has certain drawbacks. In recent years, positron emission tomography/computed tomography (PET/CT) has become a highly effective method in the diagnosis and staging of lymphoma. Objective The objective of this study is to estimate the diagnostic accuracy of PET/CT in identifying bone marrow involvement in DLBCL patients in a cancer care hospital in Lahore, using BMB as a reference standard. Methods This descriptive cross-sectional study was conducted at the Department of Pathology of Shaukat Khanum Memorial Cancer Hospital and Research Centre (SKMCH&RC) from January 1, 2013, to December 31, 2018. A retrospective data of 146 patients fulfilling the inclusion and exclusion criteria was retrieved from the hospital information system (HIS). The inclusion criteria include patients aged 18-80 years, of either gender, and with a confirmed diagnosis of DLBCL on tissue biopsy. The exclusion criteria include patients who had started chemotherapy or radiotherapy for DLBCL or were using granulocyte colony-stimulating factor (G-CSF) prior to their PET/CT scan. All patients underwent PET/CT and BMB, and the diagnostic accuracy of PET/CT was calculated, with BMB taken as the reference standard. Results The mean age of cases was 52.73 ± 16.27 years. There were 95 (65.1%) male and 51 (34.9%) female cases, with a high male-to-female ratio. In the present study, 32.19% of cases had bone marrow involvement on BMB, and 34.2% of cases had bone marrow involvement on PET/CT. The sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and overall diagnostic accuracy of PET/CT were found to be 93.61%, 93.93%, 88%, 96.88%, and 93.84%, respectively. Conclusion It is concluded that PET/CT scan has good sensitivity, specificity, positive predictive value, negative predictive value, and diagnostic accuracy. So, it is suggested to choose this non-invasive technique because the presence of a disease in extra-medullary space can also be detected and the evaluation of bone marrow in the whole body can be performed. PET/CT scan is an effective imaging modality in the detection of bone marrow involvement in DLBCL patients, and its relative advantages over bone marrow biopsy might conclude this to be a preferred technique.

Land subsidence analysis using synthetic aperture radar data.

Land subsidence is considered a threat to developing cities and is triggered by several natural (geological and seismic) and human (mining, groundwater withdrawal, oil and gas extraction, constructions) factors. This research has gathered datasets consisting of 80 Sentinel-1A ascending and descending SLC images from July 2017 to July 2019. This dataset, concerning InSAR and PS-InSAR, is processed with SARPROZ software to determine the land subsidence in Gwadar City, Balochistan, Pakistan. Later, the maps were created with ArcGIS 10.8. Due to InSAR's limitations in measuring millimeter-scale surface deformation, Multi-Temporal InSAR techniques, like PS-InSAR, are introduced to provide better accuracy, consistency, and fewer errors of deformation analysis. This remote-based SAR technique is helpful in the Gwadar area; for researchers, city mobility is constrained and has become more restricted post-Covid-19. This technique requires multiple images acquired of the same place at different times for estimating surface deformation per year, along with surface uplifting and subsidence. The InSAR results showed maximum deformation in the Koh-i-Mehdi Mountain from 2017 to 2019. The PS-InSAR results showed subsidence up to -92 mm/year in ascending track and -66 mm/year in descending track in the area of Koh-i-Mehdi Mountain, and up to -48 mm/year in ascending track and -32 mm/year in descending track in the area of the deep seaport. From our experimental results, a high subsidence rate has been found in the newly evolving Gwadar City. This city is very beneficial to the country's economic development because of its deep-sea port, developed by the China-Pakistan Economic Corridor (CPEC). The research is associated with a detailed analysis of Gwadar City, identifying the areas with significant subsidence, and enlisting the possible causes that are needed to be resolved before further developments. Our findings are helpful to urban development and disaster monitoring as the city is being promoted as the next significant deep seaport with the start of CPEC.

Nocistatin and nociceptin modulate c-Fos expression in the mice thalamus.

Nocistatin and nociceptin/orphanin FQ (N/OFQ) are two neuropeptides which may have opposite effects in several biological functions but their neuro-anatomical sites of interaction are not fully clear. We investigated interaction between the effect of intracerebroventricular (i.c.v.) injection of nocistatin and N/OFQ, on c-Fos expression in the mouse thalamus, using c-Fos immunohistochemistry. We found that co-injection of nocistatin with N/OFQ significantly modulates c-Fos expression in the thalamus. The present study strongly suggests that "Nocistatin-Nociceptin" interaction system in the thalamus may be the promising neuromodulatory sites in the investigation of unlocking their possible therapeutic circuit in nociception, memory and anxiety.

Proposed Best Practice Guidelines for Scientific Response Documents: A Consensus Statement from phactMI.

The Medical Information Department of a pharmaceutical manufacturer provides written scientific responses to unsolicited requests from healthcare providers for information on products that extends beyond the product labeling (off-label). These scientific response documents are non-promotional, evidence-based, and scientifically balanced, conforming with internal pharmaceutical manufacturer's procedures and the Food and Drug Administration (FDA) Draft Guidance on Responding to Unsolicited Requests for Off-Label Information. Members of phactMI™ developed this proposal to offer best practices for content generation of scientific response documents. Scientific response documents review available literature to respond to an unsolicited request; therefore, they are similar in nature to systematic reviews. The sections and elements identified in this proposed best practice guidelines for scientific response documents are based on an adaptation of the sections and elements of systematic reviews. The sections of a scientific response document should include a restatement of the unsolicited request (title); a structured summary (abstract); approved indications, black box warnings, and background information when appropriate (introduction); the literature search information and study selection (methods); summation of data from clinical trials, meta-analysis, case reports, and/or real world evidence, as appropriate (results); treatment guidelines, if applicable and available (discussion); and references. Elements for each section should be included in a scientific response document as appropriate, as some elements are not necessary in some documents, based on the question. These elements were selected for inclusion to address any potential concerns of bias and transparency and reflect the intent that scientific response documents should be non-promotional, accurate, truthful, free of commercial bias, scientifically balanced, and evidence based.

Gabapentin completely attenuated the acute morphine induced c-Fos expression in the rat striatum.

The neuro-anatomical sites and molecular mechanism of action of gabapentin (GBP)-morphine interaction to prevent and reverse morphine side effects as well as enhancement of the analgesic effect of morphine is not known. Therefore, we examined the combined effects of GBP-Morphine on acute morphine induced c-Fos expression in rat striatum. The combined effect of GBP-Morphine was examined by means of c-Fos immunohistochemistry. A single intraperitoneal injection (i.p.) of morphine (10 mg/kg), saline (control), co-injection of GBP (150 mg/kg) with morphine (10 mg/kg) was administered under anaesthesia. Ninety minutes after drugs administration the deeply anesthetized rats were perfused transcardially with 4% paraformaldehyde. Serial 40 mum thick sections of brain were cut and processed by immunohistochemistry to locate and quantify the sites and number of neurons with c-Fos immunoreactivity. Detection of c-Fos protein was performed using the peroxidase-antiperoxidase (PAP) detection protocol. Our present study demonstrated that, administration of GBP (150 mg/kg, i.p.) in combination with morphine (10 mg/kg, i.p.) significantly (p < 0.01) attenuated the acute morphine (10 mg/kg, i.p.) induced c-Fos expression in the rat striatum. Present results showed that GBP-morphine combination action prevented the acute morphine induced c-Fos expression in rat striatum. Moreover, this study provides first evidence of neuro-anatomical site and that GBP neutralized the morphine induced activation of rat striatum.

Effect of gabapentin on c-Fos expression in the CNS after paw surgery in rats.

Gabapentin (neurontin), a GABA analogue anticonvulsant has proven to be effective in anti-nociceptive activity as well as for the treatment of anxiety. Gabapentin (GBP) is well tolerated and shows very favorable side effects profile: The exact molecular mechanism of action of GBP to block postoperative pain and stress is not known. Therefore, to identify the functional neuroanatomical target sites of GBP in post-surgery as well as its effect on postsurgical process, we examined the effects of GBP on c-Fos expression in the supraspinal part of the central nervous system in rats. Using a well-validated rat model of surgical pain, we studied the neuroanatomical functional target sites of gabapentin after paw surgery. The effect of GBP was examined by means of c-Fos immunohistochemistry. A single intraperitoneal injection (i.p.) of GBP (150 mg/kg) or saline (control) was administered 20 min before surgical incision in the paw under anesthesia. Ninety minutes after surgical incision, the deeply anesthetized rats were perfused transcardially with 4% paraformaldehyde. Serial 40-microm-thick sections of whole brain (except spinal cord) were cut and processed by immunohistochemistry to locate and quantify the sites and number of neurons with c-Fos immunoreactivity. Detection of c-Fos protein was performed using the peroxidase-antiperoxidase detection protocol. Our present study demonstrated that compared to control, administration of GBP (150 mg/kg, i.p.) before paw surgery significantly (p < 0.01) attenuated the incision-induced c-Fos expression only in the paraventricular nucleus of the hypothalamus. In addition, GBP-induced increase in c-Fos expression was observed in the dorsal raphe (DRN) and in the nucleus raphe magnus. Present results indicate that GBP may differentially modulate c-Fos expression in surgical paw incision. Moreover, this study provides some clue to examine whether GBP exerts its action simultaneously through two separate pathways in post-surgery.

Localization of nocistatin-binding sites in mice brain and spinal cord using a biotinylated nocistatin probe.

Nocistatin and nociceptin/orphanin FQ are two neuropeptides processed from the same precursor prepronociceptin. They have opposing roles in nociception and several other biological functions. Whereas the location and structure of the nociceptin/orphanin FQ receptors has been defined, the location of the nocistatin receptors remains unknown. In the course of this study, we synthesized a novel probe for histochemistry by linking biotin to the N terminus of nocistatin, and purified this with high-pressure liquid chromatography and confirmed the structure by mass spectrometer. Using this probe, we found nocistatin-binding sites in the cerebral cortex and the dorsal horn nucleus of the spinal cord. We also found that the nocistatin-binding sites were in the cell body, whereas the nociceptin/orphanin FQ binding sites were on the fibrous processes.

Gabapentin Differentially Modulate c-Fos Expression in Hypothalamus and Spinal Trigeminal Nucleus in Surgical Molar Extraction.

The study on the efficacy of oral analgesics reported that no single class of drug is effective in post-surgical dental pain. Pain following removal of third molar is most commonly used and widely accepted acute pain model for assessing the analgesic effect of drugs in humans. Reports demonstrated that analgesic efficacy in the human dental model is highly predictive. The high incidence of false-negative findings in analgesic investigations hinders the process of molecular discovery. Molecular mechanism of post-surgical pain is not known. More importantly, the animal model for postoperative dental pain is not well established. In an attempt to discover an effective post-surgical dental pain blocker with acceptable side effects, it is essential to elucidate the molecular mechanism of post-operative dental pain. The present study investigated mandibular molars extraction in rat as an animal model for the post-operative dental pain in central nervous system. Using c-Fos immunohistochemistry, we demonstrated that pre administration of GBP (150 mg/kg. i.p) significantly (p< 0.01) neutralized the surgical molar extraction induced c-Fos expression bilaterally in rat hypothalamus. Present results indicate that pain after surgical molar extraction might follow novel neural pathways therefore difficult to treat with existing anti-nociceptive drugs.

Effect of enucleation on the expression of c-Fos protein in the supraoptic nucleus of the Japanese monkey (Macaca fuscata).

The aim of this study was to examine the effects of one eye enucleation on the expression of c-Fos protein in the hypothalamus of the Japanese monkey (Macaca fuscata). Compared with an intact monkey, significantly increased numbers of c-Fos positive neurons were observed in the supraoptic nuclei on both sides at 1 h after eye enucleation. This maximal c-Fos expression then started to decrease at 3 h after eye enucleation. Furthermore, by a dual-labeled immunocytochemical study, the c-Fos immunoreactivity was found mainly in the vasopressinergic but not in the oxytocinergic neurons within the supraoptic nucleus. These results suggest that vasopressinergic but not oxytocinergic neurons within the supraoptic nucleus may have critical roles in the stimulation of this nucleus in response to eye enucleation.

Gabapentin Differentially Modulate c-Fos Expression in Hypothalamus and Spinal Trigeminal Nucleus in Surgical Molar Extraction

Abstract The study on the efficacy of oral analgesics reported that no single class of drug is effective in post-surgical dental pain. Pain following removal of third molar is most commonly used and widely accepted acute pain model for assessing the analgesic effect of drugs in humans. Reports demonstrated that analgesic efficacy in the human dental model is highly predictive. The high incidence of false-negative findings in analgesic investigations hinders the process of molecular discovery. Molecular mechanism of post-surgical pain is not known. More importantly, the animal model for postoperative dental pain is not well established. In an attempt to discover an effective post-surgical dental pain blocker with acceptable side effects, it is essential to elucidate the molecular mechanism of post-operative dental pain. The present study investigated mandibular molars extraction in rat as an animal model for the post-operative dental pain in central nervous system. Using c-Fos immunohistochemistry, we demonstrated that pre administration of GBP (150 mg/kg. i.p) significantly (p< 0.01) neutralized the surgical molar extraction induced c-Fos expression bilaterally in rat hypothalamus. Present results indicate that pain after surgical molar extraction might follow novel neural pathways therefore difficult to treat with existing anti-nociceptive drugs.

Resumo O estudo da eficácia relativa dos analgésicos orais relatou que nenhuma classe única de fármaco é eficaz na dor pós-cirúrgica dental. A dor após a remoção do terceiro molar é o modelo de dor aguda mais comumente usado e amplamente aceito para avaliar o efeito analgésico de drogas em seres humanos. Os relatos demonstraram que a eficácia analgésica no modelo dental humano é altamente preditiva. A alta incidência de achados falso-negativos em investigações analgésicas dificulta o processo de descoberta molecular. O mecanismo molecular da dor pós-cirúrgica não é conhecido. Mais importante ainda, o modelo animal para a dor pós-operatória não está bem estabelecido. Numa tentativa de descobrir um bloqueador de dor dental pós-cirúrgico eficaz com efeitos secundários aceitáveis, é essencial elucidar o mecanismo molecular da dor pós-operatória dental. Neste estudo investigamos a extração de molares inferiores de ratos como modelo animal para a dor pós-operatória no sistema nervoso central. Utilizando análise imunohistoquímica de c-Fos, demonstrou-se que a administração prévia de GBP (150 mg/kg i.p) significativamente (p<0,01) neutralizou a expressão c-Fos induzida por extração molar cirúrgica bilateralmente no hipotálamo de rato. Os resultados indicam que a dor após a extração molar cirúrgica pode seguir novas vias neurais, portanto, difícil tratar com as drogas anti-nociceptivas existentes.

Gabapentin completely attenuated the acute morphine-induced c-Fos expression in the rat nucleus accumbens.

A growing body of evidence suggests the existence of a functional interaction between gabapentin (GBP)-morphine system. However, the neuro-anatomical sites and molecular mechanism of action of gabapentin-morphine interaction to prevent and reverse morphine side effects as well as enhancement of the analgesic effect of morphine is not clear. Therefore, we examined the combined effects of GBP-morphine on acute morphine-induced c-Fos expression in rat nucleus accumbens. The combined effect of GBP-morphine was examined by means of c-Fos immunohistochemistry. A single intraperitoneal injection (i.p.) of morphine (10 mg/kg), saline (control), and co-injection of GBP (150 mg/kg) with morphine (5 mg/kg) was administered under anesthesia. The deeply anesthetized rats were perfused transcardially with 4% paraformaldehyde 2 h after drugs administration. Serial 40 µm thick sections of brain were cut and processed by immunohistochemistry to locate and quantify the sites and number of neurons with c-Fos immunoreactivity. Detection of c-Fos protein was performed using the peroxidase-antiperoxidase detection protocol. The present study demonstrated that, administration of GBP (150 mg/kg, i.p.) in combination with morphine (5 mg/kg, i.p.) significantly (p < 0.01) attenuated the acute morphine (5 mg/kg, i.p.)-induced c-Fos expression in the rat nucleus accumbens shell. Present results showed that GBP-morphine combination action prevented the acute morphine-induced c-Fos expression in rat nucleus accumbens. Moreover, this study provides first evidence of neuro-anatomical site and that GBP neutralized the morphine-induced activation of rat nucleus accumbens shell.

Prolonged expression of c-Fos protein in the lateral habenular nucleus of the Japanese monkey (Macaca fuscata) after eye enucleation.

To elucidate the effect of traumatic stress on the lateral habenular nucleus, we investigated the time course of the expression of c-Fos protein in this nucleus of the Japanese monkey (Macaca fuscata) after enucleation of one eye using c-Fos protein immunocytochemistry. c-Fos protein-like immunoreactive neurons were significantly increased; the increase started 1 h after the enucleation and remained high for 3-9 h in the lateral habenular nucleus on both sides. These results suggest that the prolonged expression of c-Fos protein occurred in the lateral habenular nucleus after traumatic stress through multiple transsynaptic activations.