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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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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.
Healthcare-associated pneumonia can be defined as pneumonia in a patient with at least one of the following risk factors:
- hospitalization in an acute care hospital for two or more days in the last 90 days;
- residence in a nursing home or long-term care facility in the last 30 days
- receiving outpatient intravenous therapy (like antibiotics or chemotherapy) within the past 30 days
- receiving home wound care within the past 30 days
- attending a hospital clinic or dialysis center in the last 30 days
- having a family member with known multi-drug resistant pathogens
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.
CAP may be prevented by treating underlying illnesses increasing its risk, by smoking cessation and vaccination of children and adults. Vaccination against "haemophilus influenzae" and "streptococcus pneumoniae" in the first year of life has reduced their role in childhood CAP. A vaccine against "streptococcus pneumoniae", available for adults, is recommended for healthy individuals over 65 and all adults with COPD, heart failure, diabetes mellitus, cirrhosis, alcoholism, cerebrospinal fluid leaks or who have had a splenectomy. Re-vaccination may be required after five or ten years.
Patients who are vaccinated against "streptococcus pneumoniae", health professionals, nursing-home residents and pregnant women should be vaccinated annually against influenza. During an outbreak, drugs such as amantadine, rimantadine, zanamivir and oseltamivir have been demonstrated to prevent influenza.
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
The Centers for Disease Control and Prevention (CDC) estimated roughly 1.7 million hospital-associated infections, from all types of bacteria combined, cause or contribute to 99,000 deaths each year. Other estimates indicate 10%, or 2 million, patients a year become infected, with the annual cost ranging from $4.5 billion to $11 billion. In the USA, the most frequent type of infection hospitalwide is urinary tract infection (36%), followed by surgical site infection (20%), and bloodstream infection and pneumonia (both 11%).
Micro-organisms are known to survive on inanimate ‘touch’ surfaces for extended periods of time. This can be especially troublesome in hospital environments where patients with immunodeficiencies are at enhanced risk for contracting nosocomial infections.
Touch surfaces commonly found in hospital rooms, such as bed rails, call buttons, touch plates, chairs, door handles, light switches, grab rails, intravenous poles, dispensers (alcohol gel, paper towel, soap), dressing trolleys, and counter and table tops are known to be contaminated with "Staphylococcus", MRSA (one of the most virulent strains of antibiotic-resistant bacteria) and vancomycin-resistant "Enterococcus" (VRE). Objects in closest proximity to patients have the highest levels of MRSA and VRE. This is why touch surfaces in hospital rooms can serve as sources, or reservoirs, for the spread of bacteria from the hands of healthcare workers and visitors to patients.
A number of compounds can decrease the risk of bacteria growing on surfaces including: copper, silver, and germicides.
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.
Hospitals are primary transmission sites for CRE-based infections. Up to 75% of hospital admissions attributed to CRE were from long-term care facilities or transferred from another hospital. Suboptimal maintenance practices are the largest cause of CRE transmission. This includes the failure to adequately clean and disinfect medication cabinets, other surfaces in patient rooms, and portable medical equipment, such as X-ray and ultrasound machines that are used for both CRE and non-CRE patients.
Thus far, CRE have primarily been nosocomial infectious agents. Almost all CRE infections occur in people receiving significant medical care in hospitals, long-term acute care facilities, or nursing homes. Independent risk factors for CRE infection include use of beta-lactam antibiotics and the use of mechanical ventilation. Patients with diabetes have also been shown to be at an elevated risk for acquiring CRE infections. When compared to other hospitalized patients, those admitted from long-term acute care (LTAC) facilities have significantly higher incidence of colonization and infection rates. Another 2012 multicenter study found that over 30% of patients with recent exposure to LTAC were colonized or infected with CRE. A person susceptible to CRE transmission is more likely to be female, have a greater number of parenteral nutrition-days (meaning days by which the person received nutrition via the bloodstream), and to have had a significant number of days breathing through a ventilator.
Infections with carbapenem-resistant "Klebsiella pneumoniae" were associated with organ/stem cell transplantation, mechanical ventilation, exposure to antimicrobials, and overall longer length of stay in hospitals.
People most likely to acquire carbapenem-resistant bacteria are those already receiving medical attention. In a study carried out at Sheba medical center, there was a trend toward worse Charleson Comorbidity scores in patients who acquired CRKP during ICU stay. Those at highest risk are patients receiving an organ or stem cell implantation, use of mechanical ventilation, or have to have an extended stay in the hospital along with exposure to antimicrobials. In a study performed in Singapore, the acquisition of ertapenem-resistant Enterobacteriaceae to the acquisition of CRE. Exposure to antibiotics, especially fluoroquinolones, and previous hospitalization dramatically increased the risk of acquisition carbapenem-resistant bacteria. This study found that carbapenem-resistant acquisition has a significantly higher mortality rate and poorer clinical response compared to that of the ertapenem-resistance acquisition.
Bacteruria (also known as urinary tract infection) caused by CRKp and CSKp have similar risk factors. These include prior antibiotic use, admittance to an ICU, use of a permanent urinary catheter, and previous invasive procedures or operations. A retrospective study of patients with CRKp and CSKp infection asserted that the use of cephalosporins (a class of β-lactam antibiotics) used before invasive procedures was higher in patients with CRKp infection, suggesting that it is a risk factor.
In a three-year study, the prevalence of CRE was shown to be proportional to the lengths of stays of the patients in those hospitals. Policies regarding contact precaution for patients infected or colonized by Gram-negative pathogens were also observed in hospitals reporting decreases in CRE prevalence.
One case study showed that patients with a compromised immune response are especially susceptible to both CRE exposure and infection. In one study, an elderly patient with acute lymphoblastic leukemia being treated in a long-term care facility contracted a CRE infection. Her age and condition, combined with her environment and regulation by a catheter and mechanical ventilation, all contributed to a higher susceptibility. This highlights the importance of finding the source of the bacteria, as members of this class of patients are at continued risk for infection. Infection control and prevention of CRE should be the main focus in managing patients at high risk.
Another major risk factor is being in a country with unregulated antibiotic distribution. In countries where antibiotics are over-the counter and obtainable without a prescription, the incidence and prevalence of CRE infections were higher. One study from Japan found that 6.4% of healthy adults carried ESBL (mostly cefotaximase)-producing strains compared to 58.4% in Thailand, where antibiotics are available over the counter and without prescription. An Egyptian research group found that 63.3% of healthy adults were colonized.
In February 2015, the FDA reported about a transmission risk when people undergo a gastroenterology procedure called endoscopic retrograde cholangiopancreatography, where an endoscope enters the mouth, passes the stomach, and ends in the duodenum; if incompletely disinfected, the device can transmit CRE from one patient to another. The FDA's safety communication came a day after the UCLA Health System, Los Angeles, notified more than 100 patients that they may have been infected with CRE during endoscopies between October 2014 and January 2015. The FDA had issued its first notice about the devices in 2009.
CRE resistance depends upon a number of factors such as the health of the patient, whether the patient has recently undergone a transplant, risk of co-infection, and use of multiple antibiotics.
Carbapenem minimal inhibitory concentrations (MICs) results may be more predictive of clinical patient outcomes than the current categorical classification of the MICs being listed as susceptible, intermediate, or resistant. The study aimed to define an all-cause hospital mortality breakpoint for carbapenem MICs that were adjusted for risk factors. Another objective was to determine if a similar breakpoint existed for indirect outcomes, such as the time to death and length of stay after infection for survivors. Seventy-one patients were included, of which 52 patients survived and 19 patients died. Classification and regression tree analysis determined a split of organism MIC between 2 and 4 mg/liter and predicted differences in mortality (16.1% for 2 mg/liter versus 76.9% for 4 mg/liter). In logistic regression controlling for confounders, each imipenem MIC doubling dilution doubled the probability of death. This classification scheme correctly predicted 82.6% of cases. Patients were accordingly stratified to MICs of ≤2 mg/liter (58 patients) and ≥4 mg/liter (13 patients). Patients in the group with a MIC of ≥4 mg/liter tended to be more ill. Secondary outcomes were also similar between groups. Patients with organisms that had an MIC of ≥4 mg/liter had worse outcomes than those with isolates of an MIC of ≤2 mg/liter.
At New York Presbyterian Hospital, part of Columbia University Medical Center in New York, NY, a study was conducted on the significant rise in carbapenem resistance in "K. pneumoniae" from 1999 to 2007. Following a positive blood culture from a patient, overall mortality was 23% in 7 days, 42% in 30 days, and 60% by the end of hospitalization. The overall in-hospital mortality rate was 48%.
At Soroka Medical Center, an Israeli university teaching hospital, a study was done between October 2005 and October 2008 to determine the direct mortality rate associated with carbapenem-resistant "K. pneumoniae" bloodstream infections. The crude mortality rate for those with the resistant bacteremia was 71.9%, and the attributable mortality rate was determined to be 50% with a 95% confidence interval. The crude mortality rate for control subjects was 21.9%. As a result of the study, Soroka Medical Center started an intensive program designed to prevent the spread of carbapenem-resistant "K. pneumoniae."
A 2013 retrospective study at the Shaare Zedek Medical Center of patients with urinary tract infections (bacteriuria) caused by carbapenem-resistant "Klebsiella pneumoniae" (CRKp) showed no statistically significant difference in mortality rates from patients with bacteriuria caused by carbapenem-susceptible "K. pneumoniae" (CSKp). A 29% mortality rate was seen in patients with CRKp infection compared to a 25% mortality rate in patients with CSKp infections that produced extended-spectrum beta-lactamase (ESBL). Both mortality rates were considerably higher than that of patients with drug-susceptible urosepsis. Most patients in the study suffered from other illnesses, including dementia, immune compromise, renal failure, or diabetes mellitus. The main risk factor for death found by the study was being bedridden, which significantly increased the chance of death. This suggests that the deaths were due to reasons other than bacteriuria. Total length of hospitalization was somewhat longer in patients with CRKp infections (28 ± 33 days compared to 22 ± 28 days for patients with CSKp infection).
In a case-control study of 99 patients compared with 99 controls at Mount Sinai Hospital (Manhattan), a 1,171 bed tertiary care teaching hospital, 38% of patients in long-term care that were afflicted with CRE died from "K. pneumoniae" infection. Patients had risk factors including diabetes, HIV infection, heart disease, liver disease, renal insufficiency, one was a transplant recipient. 72% of patients who were released from the hospital with CRE were readmitted within 90 days.
A 2008 study at Mount Sinai identified outcomes associated with Carbapenem-resistant "Klebsiella pneumoniae" infections, in which patients in need of organ or stem cell transplants, mechanical ventilation, prolonged hospitalization, or prior treatment with carbapenems, had an increased probability of infection with Carbapenem-resistant "K. pneumoniae". A combination of antibiotics worked to treat infection and survival rates of infected patients increased when the focus of infection was removed.
CRE infections can set in about 12 days after liver transplantation, and 18% of those patients died a year after transplantation in a 2012 study.
"Klebsiella" resistant strains have been recorded in USA with a roughly threefold increase in Chicago cases, quarantined individuals in Israel, United Kingdom and parts of Europe, possible ground zero, or location of emergence, is the India-Pakistan border.
A strain known as Carbapenem-Resistant Klebsiella pneumonia (CRKP) was estimated to be involved in 350 cases in Los Angeles county between June and December 2010.
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".
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.
The cause of the condition Klebsiella pneumonia is "Klebsiella pneumoniae" which is gram-negative, as well as rod-shaped, glucose-fermenting, facultative anaerobic bacterium.
With treatment, most types of bacterial pneumonia will stabilize in 3–6 days. It often takes a few weeks before most symptoms resolve. X-ray finding typically clear within four weeks and mortality is low (less than 1%). In the elderly or people with other lung problems, recovery may take more than 12 weeks. In persons requiring hospitalization, mortality may be as high as 10%, and in those requiring intensive care it may reach 30–50%. Pneumonia is the most common hospital-acquired infection that causes death. Before the advent of antibiotics, mortality was typically 30% in those that were hospitalized.
Complications may occur in particular in the elderly and those with underlying health problems. This may include, among others: empyema, lung abscess, bronchiolitis obliterans, acute respiratory distress syndrome, sepsis, and worsening of underlying health problems.
The World Health Organization concluded that inappropriate use of antibiotics in animal husbandry is an underlying contributor to the emergence and spread of antibiotic-resistant germs, and that the use of antibiotics as growth promoters in animal feeds should be restricted. The World Organisation for Animal Health has added to the Terrestrial Animal Health Code a series of guidelines with recommendations to its members for the creation and harmonization of national antimicrobial resistance surveillance and monitoring programs, monitoring of the quantities of antibiotics used in animal husbandry, and recommendations to ensure the proper and prudent use of antibiotic substances. Another guideline is to implement methodologies that help to establish associated risk factors and assess the risk of antibiotic resistance.
Smoking cessation and reducing indoor air pollution, such as that from cooking indoors with wood or dung, are both recommended. Smoking appears to be the single biggest risk factor for pneumococcal pneumonia in otherwise-healthy adults. Hand hygiene and coughing into one's sleeve may also be effective preventative measures. Wearing surgical masks by the sick may also prevent illness.
Appropriately treating underlying illnesses (such as HIV/AIDS, diabetes mellitus, and malnutrition) can decrease the risk of pneumonia. In children less than 6 months of age, exclusive breast feeding reduces both the risk and severity of disease. In those with HIV/AIDS and a CD4 count of less than 200 cells/uL the antibiotic trimethoprim/sulfamethoxazole decreases the risk of "Pneumocystis pneumonia" and is also useful for prevention in those that are immunocomprised but do not have HIV.
Testing pregnant women for Group B Streptococcus and "Chlamydia trachomatis", and administering antibiotic treatment, if needed, reduces rates of pneumonia in infants; preventive measures for HIV transmission from mother to child may also be efficient. Suctioning the mouth and throat of infants with meconium-stained amniotic fluid has not been found to reduce the rate of aspiration pneumonia and may cause potential harm, thus this practice is not recommended in the majority of situations. In the frail elderly good oral health care may lower the risk of aspiration pneumonia. Zinc supplementation in children 2 months to five years old appears to reduce rates of pneumonia.
Bacteria with resistance to antibiotics predate medical use of antibiotics by humans. However, widespread antibiotic use has made more bacteria resistant through the process of evolutionary pressure.
Reasons for the widespread use of antibiotics in human medicine include:
- increasing global availability over time since the 1950s
- uncontrolled sale in many low or middle income countries, where they can be obtained over the counter without a prescription, potentially resulting in antibiotics being used when not indicated. This may result in emergence of resistance in any remaining bacteria.
Other causes include:
- Antibiotic use in livestock feed at low doses for growth promotion is an accepted practice in many industrialized countries and is known to lead to increased levels of resistance.
- Releasing large quantities of antibiotics into the environment during pharmaceutical manufacturing through inadequate wastewater treatment increases the risk that antibiotic-resistant strains will develop and spread.
- It is uncertain whether antibacterials in soaps and other products contribute to antibiotic resistance, but antibacterial soaps are discouraged for other reasons.
TB is one of the most common infections in people living with HIV/AIDS. In places where XDR-TB is most common, people living with HIV are at greater risk of becoming infected with XDR-TB, compared with people without HIV, because of their weakened immunity. If there are a lot of HIV-infected people in these places, then there will be a strong link between XDR-TB and HIV. Fortunately, in most of the places with high rates of HIV, XDR-TB is not yet widespread. For this reason, the majority of people with HIV who develop TB will have drug-susceptible or ordinary TB, and can be treated with standard first-line anti-TB drugs. For those with HIV infection, treatment with antiretroviral drugs will likely reduce the risk of becoming infected with XDR-TB, just as it does with ordinary TB.
A research study titled "TB Prevalence Survey and Evaluation of Access to TB Care in HIV-Infected and Uninfected TB Patients in Asembo and Gem, Western Kenya", says that HIV/AIDS is fueling large increases in TB incidence in Africa, and a large proportion of cases are not diagnosed.
Studies have found that men have a higher risk of getting XDR-TB than women. One study showed that the male to female ratio was more than threefold, with statistical relevance (P<0.05) Studies done on the effect of age and XDR-TB have revealed that individuals who are 65 and up are less likely to get XDR-TB. A study in Japan found that XDR-TB patients are more likely to be younger.
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
Acute infectious thyroiditis is very rare, with it only accounting for about 0.1–0.7% of all thyroiditis. Large hospitals tend to only see two cases of AIT annually. For the few cases of AIT that are seen the statistics seem to show a pattern. AIT is found in children and young adults between the ages of 20 and 40. The occurrence of the disease in people between 20 and 40 is only about 8% with the other 92% being in children. Men and women are each just as likely to get the disease. If left untreated, there is a 12% mortality rate.
There is a general chain of events that applies to infections. The chain of events involves several steps—which include the infectious agent, reservoir, entering a susceptible host, exit and transmission to new hosts. Each of the links must be present in a chronological order for an infection to develop. Understanding these steps helps health care workers target the infection and prevent it from occurring in the first place.
Bacterial and viral infections can both cause the same kinds of symptoms. It can be difficult to distinguish which is the cause of a specific infection. It's important to distinguish, because viral infections cannot be cured by antibiotics.
Despite the thyroid gland being extremely resistant to infection, it is still susceptible to infection by various bacteria. The cause can be almost any bacterium. "Staphylococcus aureus", "Streptococcus pyogenes", "Staphylococcus epidermidis", and "Streptococcus pneumoniae" in descending order are the organisms most commonly isolated from acute thyroiditis cases in children. Other aerobic organisms are "Klebsiella sp", "Haemophilus influenza", "Streptococcus viridans", "Eikenella corrodens", "Enterobacteriaceae", and "salmonella sp".
Occurrences of AIT are most common in patients with prior thyroid disease such as Hashimoto's thyroiditis or thyroid cancer. The most common cause of infection in children is a congenital abnormality such as pyriform sinus fistula. In most cases, the infection originates in the piriform sinus and spreads to the thyroid via the fistula. In many reported cases of AIT the infection occurs following an upper respiratory tract infection. One study found that of the reported cases of AIT, 66% occurred after an acute illness involving the upper respiratory tract. Although the rates of infection are still very low, cases of AIT have been on the rise in recent years due to the higher occurrence of immune-compromised patients.
Other causes of AIT are commonly due to contamination from an outside source and are included below.
- Repeated fine needle aspirates
- Perforation of esophagus
- Regional infection