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Deep Learning Technology: Sebastian Arnold, Betty van Aken, Paul Grundmann, Felix A. Gers and Alexander Löser. Learning Contextualized Document Representations for Healthcare Answer Retrieval. The Web Conference 2020 (WWW'20)
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Gram negative bacterial species are responsible for approximately 24% of all cases of healthcare-associated bacteremia and 45% of all cases of community-acquired bacteremia. In general, gram negative bacteria enter the bloodstream from infections in the respiratory tract, genitourinary tract, gastrointestinal tract, or hepatobiliary system. Gram-negative bacteremia occurs more frequently in elderly populations (65 years or older) and is associated with higher morbidity and mortality in this population.
"E.coli" is the most common cause of community-acquired bacteremia accounting for approximately 75% of cases. E.coli bacteremia is usually the result of a urinary tract infection. Other organisms that can cause community-acquired bacteremia include "pseudomonas aeruginosa", "klebsiella pneumoniae", and "proteus mirabilis". "Salmonella" infection, despite mainly only resulting in gastroenteritis in the developed world, is a common cause of bacteremia in Africa. It principally affects children who lack antibodies to Salmonella and HIV+ patients of all ages.
Among healthcare-associated cases of bacteremia, gram negative organisms are an important cause of bacteremia in the ICU. Catheters in the veins, arteries, or urinary tract can all create a way for gram negative bacteria to enter the bloodstream. Surgical procedures of the genitourinary tract, intestinal tract, or hepatobiliary tract can also lead to gram negative bacteremia. "Pseudomonas" and "enterobacter" species are the most important causes of gram negative bacteremia in the ICU.
There are several risk factors that increase the likelihood of developing bacteremia from any type of bacteria. These include:
- HIV infection
- Diabetes Mellitus
- Chronic hemodialysis
- Solid organ transplant
- Stem cell transplant
- Treatment with glucocorticoids
- Liver failure
Approximately 20–35% of people with severe sepsis and 30–70% of people with septic shock die. Lactate is a useful method of determining prognosis with those who have a level greater than 4 mmol/L having a mortality of 40% and those with a level of less than 2 mmol/L have a mortality of less than 15%.
There are a number of prognostic stratification systems such as APACHE II and Mortality in Emergency Department Sepsis. APACHE II factors in the person's age, underlying condition, and various physiologic variables to yield estimates of the risk of dying of severe sepsis. Of the individual covariates, the severity of underlying disease most strongly influences the risk of death. Septic shock is also a strong predictor of short- and long-term mortality. Case-fatality rates are similar for culture-positive and culture-negative severe sepsis. The Mortality in Emergency Department Sepsis (MEDS) score is simpler and useful in the emergency department environment.
Some people may experience severe long-term cognitive decline following an episode of severe sepsis, but the absence of baseline neuropsychological data in most people with sepsis makes the incidence of this difficult to quantify or to study.
Several studies found that healthcare-associated pneumonia is the second most common type of pneumonia, occurring less commonly than community-acquired pneumonia but more frequently than hospital-acquired pneumonia and ventilator-associated pneumonia. In a recent observational study, the rates for CAP, HCAP and HAP were 60%, 25% and 15% respectively. Patients with HCAP are older and more commonly have simultaneous health problems (such as previous stroke, heart failure and diabetes).
The number of residents in long term care facilities is expected to rise dramatically over the next 30 years. These older adults are known to develop pneumonia 10 times more than their community-dwelling peers, and hospital admittance rates are 30 times higher.
Sepsis causes millions of deaths globally each year and is the most common cause of death in people who have been hospitalized. The worldwide incidence of sepsis is estimated to be 18 million cases per year. In the United States sepsis affects approximately 3 in 1,000 people, and severe sepsis contributes to more than 200,000 deaths per year.
Sepsis occurs in 1–2% of all hospitalizations and accounts for as much as 25% of ICU bed utilization. Due to it rarely being reported as a primary diagnosis (often being a complication of cancer or other illness), the incidence, mortality, and morbidity rates of sepsis are likely underestimated. A study by the Agency for Healthcare Research and Quality (AHRQ) of selected States found that there were approximately 651 hospital stays per 100,000 population with a sepsis diagnosis in 2010. It is the second-leading cause of death in non-coronary intensive care unit (ICU) and the tenth-most-common cause of death overall (the first being heart disease). Children under 12 months of age and elderly people have the highest incidence of severe sepsis. Among U.S. patients who had multiple sepsis hospital admissions in 2010, those who were discharged to a skilled nursing facility or long term care following the initial hospitalization were more likely to be readmitted than those discharged to another form of care. A study of 18 U.S. States found that, amongst Medicare patients in 2011, sepsis was the second most common principal reason for readmission within 30 days.
Several medical conditions increase a person's susceptibility to infection and developing sepsis. Common sepsis risk factors include age (especially the very young and old); conditions that weaken the immune system such as cancer, diabetes, or the absence of a spleen; and major trauma and burns.
HCAP is a condition in patients who can come from the community, but have frequent contact with the healthcare environment. Historically, the etiology and prognosis of nursing home pneumonia appeared to differ from other types of community acquired pneumonia, with studies reporting a worse prognosis and higher incidence of multi drug resistant organisms as etiology agents. The definition criteria which has been used is the same as the one which has been previously used to identify bloodstream healthcare associated infections.
HCAP is no longer recognized as a clinically independent entity. This is due to increasing evidence from a growing number of studies that many patients defined as having HCAP are not at high risk for MDR pathogens. As a result, 2016 IDSA guidelines removed consideration of HCAP as a separate clinical entity.
CAP is common worldwide, and a major cause of death in all age groups. In children, most deaths (over two million a year) occur in newborn period. According to a World Health Organization estimate, one in three newborn deaths are from pneumonia. Mortality decreases with age until late adulthood, with the elderly at risk for CAP and its associated mortality.
More CAP cases occur during the winter than at other times of the year. CAP is more common in males than females, and more common in black people than Caucasians. Patients with underlying illnesses (such as Alzheimer's disease, cystic fibrosis, COPD, tobacco smoking, alcoholism or immune-system problems) have an increased risk of developing pneumonia.
A full spectrum of microorganisms is responsible for CAP in adults, and patients with certain risk factors are more susceptible to infections of certain groups of microorganisms. Identifying people at risk for infection by these organisms aids in appropriate treatment.
Many less-common organisms can cause CAP in adults, and are identified from specific risk factors or treatment failure for common causes.
Major bacterial causes of liver abscess include the following:
- "Streptococcus" species (including "Enterococcus")
- "Escherichia" species
- "Staphylococcus" species
- "Klebsiella" species (Higher rates in the Far East)
- Anaerobes (including "Bacteroides" species)
- "Pseudomonas" species
- "Proteus" species
However, as noted above, many cases are polymicrobial.
Prevention of bacterial pneumonia is by vaccination against "Streptococcus pneumoniae" (pneumococcal polysaccharide vaccine for adults and pneumococcal conjugate vaccine for children), "Haemophilus influenzae" type B, meningococcus, "Bordetella pertussis", "Bacillus anthracis", and "Yersinia pestis".
Opportunistic infections caused by Feline Leukemia Virus and Feline immunodeficiency virus retroviral infections can be treated with Lymphocyte T-Cell Immune Modulator.
Treatment for gastroenteritis due to "Y. enterocolitica" is not needed in the majority of cases. Severe infections with systemic involvement (sepsis or bacteremia) often requires aggressive antibiotic therapy; the drugs of choice are doxycycline and an aminoglycoside. Alternatives include cefotaxime, fluoroquinolones, and co-trimoxazole.
Common multidrug-resistant organisms are usually bacteria:
- Vancomycin-Resistant Enterococci (VRE)
- Methicillin-Resistant "Staphylococcus" "aureus" (MRSA)
- Extended-spectrum β-lactamase (ESBLs) producing Gram-negative bacteria
- "Klebsiella" "pneumoniae" carbapenemase (KPC) producing Gram-negatives
- Multidrug-Resistant gram negative rods (MDR GNR) MDRGN bacteria such as "Enterobacter species", "E.coli", "Klebsiella pneumoniae", "Acinetobacter baumannii", "Pseudomonas aeruginosa"
A group of gram-positive and gram-negative bacteria of particular recent importance have been dubbed as the ESKAPE group ("Enterococcus faecium", "Staphylococcus aureus", "Klebsiella pneumoniae", "Acinetobacter baumannii", "Pseudomonas aeruginosa" and Enterobacter species).
- Multi-drug-resistant tuberculosis
People who have difficulty breathing due to pneumonia may require extra oxygen. An extremely sick individual may require artificial ventilation and intensive care as life-saving measures while his or her immune system fights off the infectious cause with the help of antibiotics and other drugs.
VAP occurring early after intubation typically involves fewer resistant organisms and is thus associated with a more favorable outcome. Because respiratory failure requiring mechanical ventilation is itself associated with a high mortality, determination of the exact contribution of VAP to mortality has been difficult. As of 2006, estimates range from 33% to 50% death in patients who develop VAP. Mortality is more likely when VAP is associated with certain microorganisms ("Pseudomonas", "Acinetobacter"), blood stream infections, and ineffective initial antibiotics. VAP is especially common in people who have acute respiratory distress syndrome (ARDS).
Since opportunistic infections can cause severe disease, much emphasis is placed on measures to prevent infection. Such a strategy usually includes restoration of the immune system as soon as possible, avoiding exposures to infectious agents, and using antimicrobial medications ("prophylactic medications") directed against specific infections.
A liver abscess is a pus-filled mass inside the liver. Common causes are abdominal conditions such as appendicitis or diverticulitis due to haematogenous spread through the portal vein.
Fungi and parasites may also cause the disease. Fungi and parasites are especially associated with immunocompromised patients. Other causes include: "Nocardia asteroides", "Mycobacterium", Fungi (e.g. "Aspergillus", "Candida", "Cryptococcus", "Mucorales", "Coccidioides", "Histoplasma capsulatum", "Blastomyces dermatitidis", "Bipolaris", "Exophiala dermatitidis", "Curvularia pallescens", "Ochroconis gallopava", "Ramichloridium mackenziei", "Pseudallescheria boydii"), Protozoa (e.g. "Toxoplasma gondii", "Entamoeba histolytica", "Trypanosoma cruzi", "Schistosoma", "Paragonimus"), and Helminths (e.g. "Taenia solium"). Organisms that are most frequently associated with brain abscess in patients with AIDS are poliovirus, "Toxoplasma gondii", and "Cryptococcus neoformans", though in infection with the latter organism, symptoms of meningitis generally predominate.
These organisms are associated with certain predisposing conditions:
- Sinus and dental infections—Aerobic and anaerobic streptococci, anaerobic gram-negative bacilli (e.g. "Prevotella", "Porphyromonas", "Bacteroides"), "Fusobacterium", "S. aureus", and Enterobacteriaceae
- Penetrating trauma—"S. aureus", aerobic streptococci, Enterobacteriaceae, and "Clostridium" spp.
- Pulmonary infections—Aerobic and anaerobic streptococci, anaerobic gram-negative bacilli (e.g. "Prevotella", "Porphyromonas", "Bacteroides"), "Fusobacterium", "Actinomyces", and "Nocardia"
- Congenital heart disease—Aerobic and microaerophilic streptococci, and "S. aureus"
- HIV infection—"T. gondii", "Mycobacterium", "Nocardia", "Cryptococcus", and "Listeria monocytogenes"
- Transplantation—"Aspergillus", "Candida", "Cryptococcus", "Mucorales", "Nocardia", and "T. gondii"
- Neutropenia—Aerobic gram-negative bacilli, "Aspergillus", "Candida", and "Mucorales"
Gram-negative toe web infection is a relatively common infection. It is commonly found on people who are engaged in athletic activities while wearing closed-toe or tight fitting shoes. It grows in a moist environment. Gram-negative is mixed bacterial infection with the following organisms:
- Moraxella
- Alcaligenes
- Acinetobacter
- Pseudomonas
- Proteus
- Erwinia
This mixing of infection and organisms may also cause a mild secondary infection of tinea pedis.
Pseudomonas infection refers to a disease caused by one of the species of the genus "Pseudomonas".
"Pseudomonas sp. KUMS3" could be considered
as an opportunistic pathogen, which can survive on the
fish surface or in water or in the gut and may cause disease
when unfavorable conditions develop.
"P. aeruginosa" is an opportunistic human pathogen, most commonly affecting immunocompromised patients, such as those with cystic fibrosis or AIDS. Infection can affect many different parts of the body, but infections typically target the respiratory tract (e.g. patients with CF or those on mechanical ventilation), causing bacterial pneumonia. In a surveillance study between 1986 and 1989, P. aeruginosa was the third leading cause of all nosocomial infections, and specifically the number one leading cause of hospital-acquired pneumonia and third leading cause of hospital-acquired UTI. Treatment of such infections can be difficult due to multiple antibiotic resistance, and in the United States, there was an increase in MDRPA (Multidrug-resistant "Pseudomonas aeruginosa") resistant to ceftazidime, ciprofloxacin, and aminoglycosides, from 0.9% in 1994 to 5.6% in 2002.
"P. oryzihabitans" can also be a human pathogen, although infections are rare. It can cause peritonitis, endophthalmitis, septicemia and bacteremia. Similar symptoms although also very rare can be seen by infections of "P. luteola".
"P. plecoglossicida" is a fish pathogenic species, causing hemorrhagic ascites in the ayu ("Plecoglossus altivelis"). "P. anguilliseptica" is also a fish pathogen.
Due to their hemolytic activity, even non-pathogenic species of "Pseudomonas" can occasionally become a problem in clinical settings, where they have been known to infect blood transfusions.
The prime example for MDR against antiparasitic drugs is malaria. "Plasmodium vivax" has become chloroquine and sulfadoxine-pyrimethamine resistant a few decades ago, and as of 2012 artemisinin-resistant Plasmodium falciparum has emerged in western Cambodia and western Thailand.
"Toxoplasma gondii" can also become resistant to artemisinin, as well as atovaquone and sulfadiazine, but is not usually MDR
Antihelminthic resistance is mainly reported in the veterinary literature, for example in connection with the practice of livestock drenching and has been recent focus of FDA regulation.
Between 8 and 28% of patients receiving mechanical ventilation are affected by VAP. VAP can develop at any time during ventilation, but occurs most often in the first week of mechanical ventilation. There is some evidence for gender differences in the course of VAP: men have been found to get VAP more often, but women are more likely to die after contracting VAP.
Death occurs in about 10% of cases and people do well about 70% of the time. This is a large improvement from the 1960s due to improved ability to image the head, better neurosurgery and better antibiotics.
Infection with "Y. enterocolitica" can cause a variety of symptoms depending on the age of the person infected, therefore it's often referred to as "monkey of diseases". Common symptoms in children are fever, abdominal pain, and diarrhea, which is often bloody. Symptoms typically develop 4 to 7 days after exposure and may last 1 to 3 weeks or longer. In older children and adults, right-sided abdominal pain and fever may be the predominant symptoms, and may be confused with appendicitis. In a small proportion of cases, complications such as skin rash, joint pains, ileitis, erythema nodosum, and sometimes septicemia, acute arthritis or the spread of bacteria to the bloodstream (bacteremia) can occur.
When bacteria are implicated, they are usually aerobic:
- "Streptococcus pneumoniae"
- "Staphylococcus aureus"
- "Haemophilus influenzae"
- "Pseudomonas aeruginosa"
They may also be admixed with anaerobic bacteria oral flora:
- "Bacteroides"
- "Prevotella"
- "Fusobacterium"
- "Peptostreptococcus"