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Abstract

Sugar beet is a major sugar yielding crop in the states of Minnesota (MN) and North Dakota (USA). Sugar beet root samples collected from Moorhead, MN in September 2020 had typical rot symptoms along with whitish mycelia growth and blackish sclerotia on the external surface of the root. Pure, sterile cultures were obtained from infected roots. Sclerotinia sclerotiorum was identified based on morphological features and further confirmed molecularly by sequencing of the Internal Transcribed Spacers (ITS) region and matching homology with reported ITS of the fungus. Pathogenicity of S. sclerotiorum was confirmed through mycelial inoculation of seeds and roots under laboratory and greenhouse conditions. Inoculated seeds showed a range of symptoms that included pre- and post-emergence damping off, wilting, black discoloration of roots, constricted collar regions and stunted seedling growth. Under laboratory conditions, roots were artificially wounded using a cork borer and inoculated by mycelial plug. This resulted in noticeable root decay and growth of whitish, cottony mycelia and sclerotia externally. Transverse sections of the diseased root showed brown to black discoloration and rotting of internal tissue. Root inoculation of 4-week old sugar beet plants was achieved by depositing pathogen colonized barley grains near roots in the greenhouse, resulting in brown to black lesions and necrosis of root tissue when evaluated at 28 days post inoculation. The S. sclerotiorum was re-isolated from inoculated roots showing infection and identical pure isolates of the pathogen were recovered from field samples. These findings could be useful for sugar beet growers in Minnesota, allowing better management of this pathogen under field and storage conditions before its widespread future occurrence.
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Authors and Affiliations

Md. Ziaur Rahman Bhuiyan
1
ORCID: ORCID
Dilip K. Lakshman
2
ORCID: ORCID
Luis E. Del Rio Mendoza
1
ORCID: ORCID
Presley Mosher
3
ORCID: ORCID
Mohamed F.R. Khan
1 4
ORCID: ORCID

  1. Plant Pathology, North Dakota State University, Fargo, USA
  2. Sustainable Agricultural Systems Laboratory, USDA/ARS, Beltsville, MD, USA
  3. Plant Diagnostic Lab, North Dakota State University, Fargo, USA
  4. Plant Pathology, University of Minnesota, Fargo, USA
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Abstract

Borreliosis is the most frequently diagnosed tick-borne disease caused by spirochete bacteria belonging to the genus Borreliae - Borrelia burgdorferi sensu stricto (s.s.), Borrelia afzelii and Borrelia garinii. Clinical manifestations in dogs include fever, lameness, polyarthritis and glomerulonephritis. Diagnosis is mainly serological and is based on an immunoenzymatic test followed by a Western blot confirmatory test. Early treatment with antibiotics such as doxycycline or amoxicillin, for four weeks, usually reduces the risk of chronic disease. Tick control, including tick repellents, is highly reliable in preventing transmission. Vaccines are available to reduce transmission and the clinical manifestations of infection in dogs. Bernese Mountain Dogs are a breed that often test positive for antibodies against B. burgdorferi without showing any clinical symptoms of the disease. Quantitative determination of the immunoglobulin level for spirochetes has indicated that Bernese Mountain Dogs may have an increased susceptibility to Borrelia spp. infections of a hereditary nature.
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Authors and Affiliations

Ł. Adaszek
1
M. Pisarek
1
M. Kalinowski
1
M. Skrzypczak
2
M. Winiarczyk
3
B. Abramowicz
4
S. Winiarczyk
1

  1. Department of Epizootiology and Clinic of Infectious Diseases, Faculty of Veterinary Medicine, University of Life Sciences in Lublin, 20-612 Lublin, Poland
  2. Second Department of Gynecology, Medical University of Lublin, 20-954 Lublin, Poland
  3. Department of Vitreoretinal Surgery, Medical University of Lublin, 20-097 Lublin, Poland
  4. Department and Clinic of Animal Internal Diseases, Faculty of Veterinary Medicine, University of Life Sciences in Lublin, 20-612 Lublin, Poland
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Abstract

The incidence of winter wheat stem base diseases: Fusarium foot rot (Fusarium spp.), eyespot (Ramulispora herpotrichoides), sharp eyespot (Rhizoctonia spp.) and take-all (Gaeumannomyces graminis) in the years 1999–2003 was assessed in this study. Previous crops were barley and oilseed rape. Eyespot occurred on the greatest percentage of plants throughout the whole period of the study. In 2000–2003 a deficiency of rainfall was observed, especially at the time of increased water requirements of plants.

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Authors and Affiliations

Ewa Żółtańska
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Abstract

The investigations were carried out in 1996–2005 on the fields of Agricultural Experimental Station Department of SGGW Chylice in Mazowieckie voivodeship. The occurrence of diseases was assessed in 1996–2000 on winter wheat cv. Kobra, and in 2001–2005 on cv. Mikon. Weather conditions in ten-year experimental period were differentiated and had a distinct influence on plant infection by pathogens, as well as on the level of winter wheat yielding. In the first part of experimental period (1996–2000) the weather was characterized by higher temperatures compared to long-term average and higher amount of rainfall, with the exception of the year 2000 when the summer drought occurred. The highest for that period grain yield (54.70 dt/ha) was obtained in 1998. This was related to the lowest total infection of leaf surface area (22.76%) and a relatively low index of infection of stem base by Tapesia yallundae. In that year mass of 1 000 grain was also the highest. The lowest grain yield (40.80 dt/ha) was recorded in 2000 due to summer drought. In 1997 characterized by a high level of infection by T. yallundae (eyespot) obtained grain yield was also relatively low. In the second part of the experiment conducted on cv. Mikon (2001–2005) the lowest grain yield was recorded in 2001 (28.85 dt/ha) when per cent of leaf area infection of 2 upper leaves by Puccinia recondita (brown rust) was very high (44.79%), and the highest yield was obtained in 2003 (57.27 dt/ha). This was due to a moderate level of total leaf infection (30.21%) with fungal pathogens and favourable weather conditions for wheat development. In that year mass of 1 000 grain was also the highest. The occurrence of stem base infection by Fusarium spp. was maintained in the years 1996–2005 on differentiated level and it was lower in earlier years compared to the later period. The infection of ears by Leptosphaeria nodorum and Fusarium spp. was usually not high and its influence on the amount of grain yield not clearly evident. Chemical control of diseases influenced grain yield increase which was the highest in 2001 when winter wheat leaves were heavily infected by Puccinia recondita. The yield increase on fungicide treated plots was in that year 53.15%. It was evident that brown rust may pose a serious threat to winter wheat in the years of its high occurrence.

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Authors and Affiliations

Anna Jaczewska-Kalicka
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Abstract

Serious losses caused by root rot of sugar beet were observed in Poland in 2001 and 2002. The disease occurred in most of regions of sugar beet cropping from June to the end of growing season. Very high losses of yield were observed on many fields especially on cultivar Lolita in 2001. The aim of this work was to detect the casual agent of root rot (2001) and to compare susceptibility of sugar beet cultivars to this disease (2002–2003). The laboratory tests (2001) showed that most of destroyed roots were infected by Aphanomyces cochlioides Drechsler. This species is very well known as a pathogen of sugar beet seedling damping-off in Poland. The fungus Rhizoctonia solani Kühn was found only in 12% of rotten roots collected in south-eastern part of Poland. In field trails the highest number of infected roots and the highest infection inde xwere found for cultivar Arthur (2002–2003). That cultivar was significantly more susceptible to root rot than the rest of tested cultivars.

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Authors and Affiliations

Jacek Piszczek
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Abstract

In order to assess the economic benefits of reduced fungicide application for the control of paprika diseases under dryland conditions, on-farm experiments were conducted in the Chinyika Resettlement Area in the Eastern province of Zimbabwe in the 2000/2001 and 2001/2002 seasons. The six fungicide application regimes that were assessed include: weekly interval sprays; Sulphur at 2 weeks after transplanting (WAT) and copper oxychloride-Mancozeb mixture at 6 WAT; spraying after scouting; alternating Sulphur and copper oxychloride- Mancozeb every two weeks; Acibenzolar-s-methyl and unsprayed check. Parameters recorded were disease severity and yield; after harvest an economic analysis was performed. The highest added profit of Z$ 75 930/ha was recorded in the weekly sprayed plots which was not statistically different (p > 0.05) from Z$ 59 410/ha achieved by alternating copper oxychloride and Mancozeb fortnightly at Dengedza site in 2000/2001 season. There were no statistical differences (p > 0.05) between spraying after scouting and Acibenzolar-s-methyl application treatments as they added the least profits of Z$ 990/ha and Z$ 17 250/ha respectively at the same site in the same season. These have serious implications for smallholder farmers in terms of cost savings. Neither were there differences (p > 0.05) in added profits from different spraying regimes at Dengedza site in the 2001/2002 rainy season.

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Authors and Affiliations

Maxwell Handiseni
Julia Sibiya
Vincent B. Ogunlela
Irene Koomen
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Abstract

The aim of the study carried out during 2002–2004 was to assess the effects and economic effectiveness of application of fungicides and insecticides in winter triticale crops. Its leaves were attacked by pathogenic fungi in 43.2% to 52.2% and the damage to leaf blade surfaces by cereal leaf beetle (Oulema spp.) ranged from 23.6% to 34.4%. The effectiveness of applied fungicides ranged from 44.7% to 90.8%, and that of insecticides was within 70.1% and 94.4%. The saved crops were evaluated for PLN 198 to 1 171 per ha. The cost coverage ratio ranged from 0.7 to 9.9 and the treatment profitability index ranged from 0.9 to 7.4. Cost index in percentage ranged from 0.8 to 8.5, with its average value of 4.2.

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Authors and Affiliations

Zdzisław Kaniuczak
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Abstract

The objective of this study was to determine the association between subclinical acidosis (SARA) and subclinical ketosis (SCK) with biomarkers from an automatic milking system (AMS) measuring in relation to rumination time (RT), milk yield (MY), bodyweight (BW), milk temperature, the milk fat-to-protein ratio, and the electrical conductivity of milk at the udder quarters-level which can be read in fresh dairy cows. During the course of the study, all of the fresh dairy cows (n=711) were examined according to a general clinical investigation plan. The cows were selected for 1-30 days of milk (DIM) and were milked using Lely Astronaut® A3 milking robots with free traffic. Rumination time shows a statistically significant positive correlation with milk yield (milk temperature) and is negatively correlated with the fat and protein ratio. Healthy cows demonstrated the highest level of rumination time and the lowest milk temperature. The average BW for these cows was 1.64% lower than for the SARA group and the BW kg was 2.10% higher than SCK cows. MY was 14.01% lower in comparison with SARA and 6.42% higher in comparison with SCK. According to these results, some biomarkers from the AMS have an association with SARA and SCK. However, further research with a higher number of cows is needed to confirm this conclusion.

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Authors and Affiliations

R. Antanaitis
V. Juozaitienė
D. Malašauskienė
M. Televičius
M. Urbutis
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Abstract

Knowledge of having a deadly disease usually causes severe psychological problems, depression, or even PTSD. Can this be avoided? Can one find something positive in a tragic situation?

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Authors and Affiliations

Marcin Rzeszutek
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Abstract

Senecavirus A (SVA) the only member of the Senecavirus genus within the Picornaviridae family, is an emerging pathogen causing swine idiopathic vesicular disease and epidemic transient neonatal losses. Here, SVA strain (CH-HNKZ-2017) was isolated from a swine farm exhibiting vesicular disease in Henan Province of Central China. A phylogenetic analysis based on complete genome sequence indicated that CH-HNKZ-2017 was closely related to US-15-40381IA, indica- ting that a new SVA isolate had emerged in China.

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Authors and Affiliations

H.B. Wang
B. Tian
H.L. Lv
F. Wang
T. Zhang
C.Y. Wang
Y.D. Zhang
J.J. Dong
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Abstract

The aim of this study was to determine if reticulorumen ph, temperature and cow activity registered before calving can serve as indicators of diseases after calving.

The cows were selected according to those fitting the profile of having had two or more lactations (on average 2.9±0.13 lactations), from 60 to 0 days before and the first 30 days after calving, and being clinically healthy. The clinical examination (identification of diseases after calving) was performed from 60 days before calving to 60 days after calving. Diseases after calving were diagnosed based on clinical symptoms specific to these diseases. The pH and temperature of the contents of the cow reticulorumens and cow activity were measured using specific smaX-tec boluses manufactured for animal care.

We found that the highest pH and temperature before calving can serve as biomarkers of healthy cows after calving. The lowest reticulum temperature before calving can serve as an indicator of MF after calving. A positive correlation of reticulum pH and temperature before calving can serve as biomarkers of PR. Decreasing cow activity before calving can serve as an indicator of diseases after calving. For calving prognosis, temperature of the reticulorumen can be used; it decreased 6–7 days before calving.

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Authors and Affiliations

R. Antanaitis
V. Juozaitienė
D. Malašauskienė
M. Televičius
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Abstract

Vibrio species are common inhabitants of aquatic environments and have been described in connection with fish and human diseases.
Six Vibrio species were isolated from diseased freshwater and ornamental fish in Poland. The strains were identified based on morphological and biochemical characteristics and confirmed by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS) as V. albensis (n=3) from Gymnocephalus cernua, Sander lucioperca, Paracheirodon innesi, and Xiphophorus hellerii; V. mimicus (n=1) from Xiphophorus maculatus; and V. vulnificus (n=1) from Nematobrycon palmeri. This is the first time that Vibrio species have been isolated and described from ornamental fish in Poland. The isolates were resistant to ampicillin (83.3%), gentamicin (16.6%), ciprofloxacin (16.6%), sulfamethoxazole-trimethoprim (16.6%), and chloramphenicol (16.6%). The multiple antibiotic resistance (MAR) index was 0.00-0.08 for V. albensis, 0.17 for V. mimicus, and 0.33 for V. vulnificus.
Our study confirmed the presence of potentially pathogenic Vibrio species in freshwater and ornamental fish. Therefore, further monitoring of the presence of Vibrio species, mainly in ornamental fish, is necessary.
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Authors and Affiliations

A. Pastuszka
1
L. Guz
1
K. Michalak
2
D. Pietras-Ożga
2
K. Puk
1

  1. Department of Biology and Fish Diseases, Faculty of Veterinary Medicine, University of Life Sciences, Akademicka 12, 20-950 Lublin, Poland
  2. Department of Epizootiology and Clinic of Infectious Diseases, Faculty of Veterinary Medicine, University of Life Sciences, Głęboka 30, 20-612 Lublin, Poland
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Abstract

The article deals with the issue of illness and suffering in Carmelite sermons of the 17th–18th centuries. The question of the origin of suffering is considered along with the role of God’s mercy and justice in the preaching discourse about the rightness and purposefulness of suffering of the human being. In addition, an analysis of the views of preachers about topics related to passing away and the attitude they advocate in the face of death is included.

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Authors and Affiliations

Justyna Małysiak
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Abstract

In Poland, about sixty fungicides are registered for chemical protection of potato crops against late blight (Phytophthora infestans) and some of them are effective against early blight (Alternaria spp.). Time of appearance of pathogens in potato crops depends on climatic conditions. In Bonin climatic conditions in the years 1998-2002, early blight was observed at the earliest date i.e. 41-56 days after potato planting. Trials carried out at the Plant Breeding and Acclimatization Institute Bonin have shown different usefulness of fungicides in control of some pathogens of potato. The tested fungicides varied in their mobility (contact, translaminar, systemic) and activity against pathogens (protectant, curative, eradicative). All tested fungicides were effective in control of late blight in potato crops. They inhibited the rate of late blight development and in most cases the differences of their effectiveness were not significant. Systemic fungicides with slower mobility have the best efficacy in control of late blight infections occurring on potato stems. In laboratory tests, mancozeb, propineb and mixture of metalaxyl and mancozeb were significantly more effective in inhibiting the development of Alternaria. Fungicides, which are effective in the control of different pathogens, are particularly useful in potato protection programs.
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Authors and Affiliations

Józefa Kapsa
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Abstract

Several species of Solanum produce secondary metabolites with antimicrobial activity. In

the present study, the inhibitory activity of Solanum chrysotrichum, S. erianthum, S. torvum

and S. rostratum against phytopathogenic Curvularia lunata was determined. Methanol extracts

from roots, stems, leaves and fruits were evaluated by the method of mycelial inhibition

on agar and the minimum inhibitory concentration (MIC) was determined on a liquid

medium. To increase the antimicrobial activity, the combined activity of the most active

extracts for each phytopathogen was also determined (a combination of intra and interspecies

extracts). The results showed that 12 of the 16 methanolic extracts of Solanum species

had antifungal effects against C. lunata. The extracts of S. rostratum and S. erianthum

developed the highest activity (~80% inhibition and 28.4 MIC μg . ml–1), even, equal to or

greater than, the reference fungicide. The mixture of the active extracts of S. chrysotrichum

and S. torvum increased their activity. Various extracts affected the macro and microscopic

morphology and most of them reduced the number of conidia of the fungus. This resulted

in the capacity to control the vegetative growth and reproduction of C. lunata, the causal

fungus of corn leaf spot disease.

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Authors and Affiliations

Zuleima Guadalupe Hernández-Rodríguez
Christian Anabi Riley-Saldaña
Alma Rosa González-Esquinca
Marisol Castro-Moreno
Iván de-la-Cruz-Chacón
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Abstract

Stem base health of spring barley cultivated under organic, integrated and conventional systems and fungal communities were studied. A worst plant health status was observed in the organic system. The macroscopic and subsequent mycological analyses revealed the occurrence of Bipolaris sorokiniana and Fusarium spp. The incidence of B. sorokiniana on stem bases was clearly dependent on a farming system, and the highest incidence of this pathogen was observed in the organic system. Also, in that system, Fusarium spp. were isolated more numerously in the beginning of tillering, but in dough stage B. sorokiniana was the most prevalent pathogen, and Fusarium spp. were more numerous in integrated and conventional systems. It is worth to note that organic conditions could be favourable to Gliocladium spp. Because of growing interest in ecology, excluding the use of pesticides and increasing popularity of biological disease control, these antagonistic fungi could be useful in organic systems.

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Authors and Affiliations

Anna Baturo
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Abstract

Potato (Solanum tuberosum L.), an important food crop in the world, is susceptible to many fungal pathogens including Alternaria solani and Fusarium oxysporum causing Fusarium wilt and early blight diseases. Mycoparasitic fungi like Trichoderma encode chitinases, cell wall degrading enzymes, with high antifungal activity against a wide range of phytopathogenic fungi. In this study, a binary vector harboring endochitinase gene of ~1,000 bp was constructed and used to transform potato nodes through Agrobacterium-mediated transformation. Out of several primary transformants, two transgenic potato lines were verified for transgene insertion and integration by Southern blot. In a pot experiment for Fusarium resistance, the transgenic potato lines didn’t show any symptoms of disease, instead they remained healthy post infection. The transgenic potato lines exhibited 1.5 fold higher mRNA expression of endochitinase at 7 days as compared to 0 day post fungus inoculation. It was evident that the mRNA expression decreased over days of inoculation but was still higher than at 0 day and remained stable upto 30 days post inoculation. Similarly, for A. solani infection assay, the mRNA expression of the endochitinase gene was 3 fold higher 7 days post inoculation compared to expression at 0 day. Although the expression decreased by1.2 fold during subsequent days post infection, it remained stable for 30 days, suggesting that protection in transgenic potato plants against fungal pathogens was achieved through an increase in endochitinase transcript.

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Authors and Affiliations

Neelam Fatima
Bushra Tabassum
Iqra Yousaf
Momina Malik
Anwar Khan
Imtiaz Ahmad Sajid
Muhammad Tariq
Nida Toufiq
Saman Riaz
Idrees Ahmad Nasir
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Abstract

Characterization of angular leaf spot (ALS) disease of beans caused by Pseudocercospora griseola (Sacc.) Crous & Braun along with its occurrence was investigated using 118 isolates obtained from beans grown in greenhouses in the western Black Sea region of Turkey. Incidences of ALS disease ranged between 77–100% and 82–100% for summer and autumn sown bean cultivations while the disease severity was in the ranges of 66–82% and 74–86% for the same periods, respectively. All of the 118 isolates of P. griseola yielded 500–560 bp PCR products from ITS1 and ITS4 primers, while 45 isolates yielded 200–250 bp products from actin genes primer and 5 isolates yielded 300–350 bp from calmodulin primer. The form of the Turkish isolates of P. griseola was determined as f. griseola since ITS sequences of 118 isolates of P. griseola showed between 98–100% similarity to the isolates of P. griseola f. griseola deposited in GenBank and our isolates took place on the same branch on the phylogenetic tree formed by the representative isolates in GenBank. The actin sequences did not give a clear differentiation for the forms of P. griseola. The phylogenetic trees generated by ITS1, ITS2 and actin genes formed similar branches. Each had two main clade and similar sub clades.
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Bibliography

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Authors and Affiliations

Sirel Canpolat
1
Salih Maden
2

  1. Department of Phytopathology, Ankara Plant Protection Central Research Institute, Ankara, Turkey
  2. Department of Plant Protection, Faculty of Agriculture, Ankara University, Ankara, Turkey
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Abstract

Modern agriculture and plant breeding must continuously meet the high and increasingly growing requirements of consumers and recipients. In this context, one of the conditions for effective management of any farm is access to quick and efficient diagnostics of plant pathogens, the result of which, together with the assessment of experts, provide breeders with tools to effectively reduce the occurrence of plant diseases. This paper presents information about biodiversity and spectrum of endophytic and phytopathogenic bacterial species identified in plant samples delivered to the Plant Disease Clinic in 2013–2019. During the tests, using the Biolog Gen III system, the species affiliation of the majority of detected bacterial strains found in plant tissues as an endophyte and not causing disease symptoms on plants was determined. These data were compiled and compared with the number of found identifications for a given species and data on the pathogenicity of bacterial species towards plants. In this way, valuable information for the scientific community was obtained about the species composition of the bacterial microbiome of the crop plants studied by us, which were confronted with available literature data. In the study, special attention was paid to tomato, which is the plant most often supplied for testing in the Plant Disease Clinic due to its economic importance.
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Authors and Affiliations

Weronika Zenelt
1
Krzysztof Krawczyk
2
Natasza Borodynko-Filas
1
ORCID: ORCID

  1. Plant Disease Clinic and Bank of Plant Pathogen, Institute of Plant Protection – National Research Institute, Poznań, Poland
  2. Department of Molecular Biology and Biotechnology, Institute of Plant Protection – National Research Institute, Poznań, Poland
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Abstract

Computed tomography is opening up new possibilities for the diagnosis of coronary artery disease. If used routinely as a future screening method, it can detect the disease at a very early stage.
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Authors and Affiliations

Cezary Kępka
1

  1. Institute of Cardiology in Warsaw
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Abstract

Psychotherapist and psycho-oncologist Justyna Pronobis-Szczylik talks about the need for tenderness and the insensitivities of the healthcare system.

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Authors and Affiliations

Justyna Pronobis-Szczylik
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Abstract

The fumigant pesticide methyl bromide (MB) is no longer used in most countries due to its carcinogenic effects. It is followed by carbon bisulfide and chloropicrin which are the most effective liquid synthetic chemicals in pesticide formulations. They are converted to gas to penetrate soil particles and eliminate plant pests such as insects, weeds, and causal plant diseases of viruses, bacteria, fungi, and nematodes under greenhouse, field and storage conditions. These fumigants are non specific pesticides and highly hazardous to humans, environmental resources, and deplete the ozone layers. Furthermore, increasing the cost of crop production by inceasing the amount of pesticides treatments was increased the cost of research on the alternatives of green pesticides from eco-friendly agents, natural organic soil amendments of organic wastes, green manure, biofumigation crops, compost, and essential oils, as well as formulations, are examples of this. Organic fumigants that are non toxic, non-residual, highly degradable and decomposable are available as eco-friendly alternatives to chemical pesticides to manage soil borne pests and diseases of plants. This article summarizes the development of applicable eco-friendly formulations which use natural organic materials to disinfest soil in order to reduce plant diseases caused by soil- -borne pathogens.
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Authors and Affiliations

El-Sayed Hussein Ziedan
1

  1. Plant Pathology Department, National Research Centre (NRC), Dokki, Giza, Egypt
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Abstract

Our individual genome is considered to be immutable, but mutations sometimes appear. Identifying them can be a complex challenge.
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Authors and Affiliations

Janusz G. Zimowski
1

  1. Department of Genetics and Genomics,National Medical Institute of the Ministry of theInterior and Administration in Warsaw, Poland
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Abstract

The world population, and thus the need for food, is increasing every day. This leads to the ultimate question of how to increase food production with limited time and scarce land. Another obstacle to meet the food demand includes the stresses a plant goes through. These may be abiotic or biotic, but the majority are biotic, i.e., plant diseases. The major challenge is to mitigate plant diseases efficiently, more quickly and with less manpower. Recently, artificial intelligence has turned to new frontiers in smart agricultural science. One novel approach in plant science is to detect and diagnose plant disease through deep learning and hyperspectral imaging. This smart technique is very advantageous for monitoring large acres of field where the availability of manpower is a major drawback. Early identification of plant diseases can be achieved through machine learning approaches. Advanced machine learning not only detects diseases but also helps to discover gene regulatory networks and select the genomic sequence to develop resistance in crop species and to mark pathogen effectors. In this review, new advancements in plant science through machine learning approaches have been discussed.
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Authors and Affiliations

Siddhartha Das
1
ORCID: ORCID
Sudeepta Pattanayak
2
ORCID: ORCID
Prateek Ranjan Behera
3

  1. Department of Plant Pathology, M.S. Swaminathan School of Agriculture, Centurion University of Technology and Management, Paralakhemundi, Odisha, India
  2. Division of Plant Pathology, ICAR – Indian Agricultural Research Institute, New Delhi, India
  3. Department of Plant Pathology, College of Agriculture, Odisha University of Agriculture and Technology, Bhubaneswar, India

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