Made by DATEXIS (Data Science and Text-based Information Systems) at Beuth University of Applied Sciences Berlin
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)
Funded by The Federal Ministry for Economic Affairs and Energy; Grant: 01MD19013D, Smart-MD Project, Digital Technologies
"Common symptoms of NDM includes:"
- Thirst and Frequent Urination
An excessive thirst (also known as polydipsia) and increased urination (also known as polyuria) are common signs of diabetes. An individual with diabetes, have accumulated blood glucose. Their kidneys are working overtime to filter and uptake excess sugar. However, their kidneys cannot keep up, excess sugar is excreted into their urine, and this drag along fluids from the diabetic's tissues. This may lead to more frequent urination and lead to dehydration. As a diabetic individual drinks more fluids to satisfy their thirst, he or she urinates even more.
- Dehydration
Effected areas of the body are the eyes, mouth, kidneys, heart, and pancreas. Other symptoms of dehydration includes headache, thirst and dry mouth, dizziness, tiredness, and dark colored urine. In severe cases of dehydration in diabetics, low blood pressure, sunken eyes, a weak pulse or rapid heart beat, feeling confused or fatigue. Dehydration and high blood glucose for extended period of time, the diabetic's kidney would try to filter the blood of access glucose and excrete this as urine. As the kidneys are filtering the blood, water is being removed from the blood and would need to be replaced. This leads to an increased thirst when the blood glucose is elevated in a diabetic individual. Water is needed to re-hydrate the body. Therefore, the body would take available from other parts of the body, such as saliva, tears, and from cells of the body. If access water is not available, the body would not be able to pass excess glucose out of the blood by urine and can lead to further dehydration.
"Severe symptoms of NDM (Deficiency of insulin):"
- Ketoacidosis
Is a diabetic complication that occurs when the body produces high levels of acid in the blood (ketones). This effects the pancreas, fat cells, and kidneys. This condition occurs when the body cannot produce enough insulin. In the absence or lack of insulin, the body of an diabetic individual will break down fat as fuel. This process produces a buildup of acids in the bloodstream known as ketones, in which leads to ketoacidosis if left untreated. The symptoms of ketoacidosis develop rapidly or within 24 hours. Symptoms of ketoacidosis are excessive thirst, frequent urination, nausea or vomiting, stomach pain, tiredness, shortness or fruity smell on breath and confusion.
- Intrauterine Growth Restriction
A condition in which the unborn baby is smaller than he or she should be, due to the fact he or she not growing at a normal rate in the womb. Delayed growth puts the baby at risk of certain problems during pregnancy, delivery, and after birth. The problems are as follows: baby's birth weight is 90% less than normal weight, difficulty handling vaginal delivery, decreased oxygen levels, hypoglycemia (low blood glucose), low resistance to infection, low Apgar scores (a test given after birth to test the baby's physical condition and evaluate if special medical care is needed), Meconium aspiration (inhaling of stools passed while in the uterus) which causes breathing issues, irregular body temperature and high red blood cell count.
- Hyperglycemia
A condition characterized as high blood glucose, which occurs when the body has too little insulin or when the body cannot use insulin properly. Hyperglycemia affects the pancreas, kidneys, and body's tissues. Characterization of hyperglycemia is high blood glucose, high levels of sugar in the urine, frequent urination and increase thirst.
- Hypoglycemia
A condition characterized an extremely low blood glucose, usually less than 70 mg/dL. Areas of the body that are affected, pancreas, kidneys, and mental state.
Neonatal diabetes mellitus (NDM) is defined as a disease that affects an infant and their body's ability to produce or use insulin. NDM is a monogenic (controlled by a single gene) form of diabetes that occurs in the first 6 months of life. Infants do not produce enough insulin, leading to an increase in . It is a rare disease, occurring in only one in 100,000 to 500,000 live births. NDM can be mistaken for the much more common type 1 diabetes, but type 1 diabetes usually occurs later than the first 6 months of life. There are two types of NDM: permanent neonatal diabetes mellitus (PNDM) is a lifelong condition. Transient neonatal diabetes mellitus (TNDM) is diabetes that disappears during the infant stage but may reappear later in life.
Specific genes that can cause NDM have been identified. The onset of NDM can be caused by abnormal pancreatic development, beta cell dysfunction or accelerated beta cell dysfunction. Individuals with monogenic diabetes can pass it on to their children or future generations. Each gene associated with NDM has a different inheritance pattern.
Prediabetes typically has no distinct signs or symptoms except the sole sign of high blood sugar. Patients should monitor for signs and symptoms of type 2 diabetes mellitus. These include the following:
- Constant hunger
- Unexplained weight loss
- Weight gain
- Flu-like symptoms, including weakness and fatigue
- Blurred vision
- Slow healing of cuts or bruises
- Tingling or loss of feeling in hands or feet
- Recurring gum or skin infections
- Recurring vaginal or bladder infections
- A high BMI (Body Mass Index) result
There are often no visible symptoms of hyperinsulinemia unless hypoglycaemia (low blood sugar) is present.
Some patients may experience a variety of symptoms when hypoglycaemia is present, including:
- Temporary muscle weakness
- Brain fog
- Fatigue
- Temporary thought disorder, or inability to concentrate
- Visual problems such as blurred vision or double vision
- Headaches
- Shaking/Trembling
- Thirst
If a person experiences any of these symptoms, a visit to a qualified medical practitioner is advised, and diagnostic blood testing may be required.
Impaired fasting glucose is often without any signs or symptoms, other than higher than normal glucose levels being detected in an individual's fasting blood sample. There may be signs and symptoms associated with elevated blood glucose, though these are likely to be minor, with significant symptoms suggestive of complete progression to type 2 diabetes. Such symptoms include:
- Increased thirst
- Increased urination, especially waking up in the night to urinate
- Tiredness and fatigue
- Blurred vision
- Slow healing of wounds
- Altered sensation, such as numbness or tingling, particularly of the hands and feet
- Recurrent, and difficult to clear infections, particularly of the urinary tract
Impaired glucose tolerance (IGT) is a pre-diabetic state of dysglycemia, that is associated with insulin resistance and increased risk of cardiovascular pathology. IGT may precede type 2 diabetes mellitus by many years. IGT is also a risk factor for mortality.
Cats will generally show a gradual onset of the disease over a few weeks or months, and it may escape notice for even longer.
The first outward symptoms are a sudden weight loss (or occasionally gain), accompanied by excessive drinking and urination; for example, cats can appear to develop an obsession with water and lurk around faucets or water bowls. Appetite is suddenly either ravenous (up to three-times normal) or absent. These symptoms arise from the body being unable to use glucose as an energy source.
A fasting glucose blood test will normally be suggestive of diabetes at this point. The same home blood test monitors used in humans are used on cats, usually by obtaining blood from the ear edges or paw pads. As the disease progresses, ketone bodies will be present in the urine, which can be detected with the same urine strips as in humans.
In the final stages, the cat starts wasting and the body will breaking down its own fat and muscle to survive. Lethargy or limpness, and acetone-smelling breath are acute symptoms of ketoacidosis and/or dehydration and is a medical emergency.
Untreated, diabetes leads to coma and then death.
The following characteristics suggest the possibility of a diagnosis of MODY in hyperglycemic and diabetic patients:
- Mild to moderate hyperglycemia (typically 130–250 mg/dl, or 7–14 mmol/l) discovered before 30 years of age. However, anyone under 50 can develop MODY.
- A first-degree relative with a similar degree of diabetes.
- Absence of positive antibodies or other autoimmunity (e.g., thyroiditis) in patient and family. However, Urbanova et al. found that about one quarter of Central European MODY patients are positive for islet cell autoantibodies (GADA and IA2A). Their expression is transient but highly prevalent. The autoantibodies were found in patients with delayed diabetes onset, and in times of insufficient diabetes control. The islet cell autoantibodies are absent in MODY in at least some populations (Japanese, Britons).
- Persistence of a low insulin requirement (e.g., less than 0.5 u/kg/day) past the usual "honeymoon" period.
- Absence of obesity (although overweight or obese people can get MODY) or other problems associated with type 2 diabetes or metabolic syndrome (e.g., hypertension, hyperlipidemia, polycystic ovary syndrome).
- Insulin resistance very rarely happens.
- Cystic kidney disease in patient or close relatives.
- Non-transient neonatal diabetes, or apparent type 1 diabetes with onset before six months of age.
- Liver adenoma or hepatocellular carcinoma in MODY type 3
- Renal cysts, rudimentary or bicornuate uterus, vaginal aplasia, absence of the vas deferens, epidymal cysts in MODY type 5
The diagnosis of MODY is confirmed by specific gene testing available through commercial laboratories.
Too little insulin over time can cause tissue starvation (as glucose can't reach the brain or body). In combination with dehydration, fasting, infection, or other body stresses, this can turn over a few hours into diabetic ketoacidosis, a medical emergency with a high fatality rate, that cannot be treated at home. Many undiagnosed diabetic cats first come to the vet in this state, since they haven't been receiving insulin. Symptoms include lethargy, acetone or fruity smell on breath, shortness of breath, high blood sugar, huge thirst drive. Emergency care includes fluid therapy, insulin, management of presenting symptoms and 24-hour hospitalization.
Currently, MODY is the final diagnosis in 1%–2% of people initially diagnosed with diabetes. The prevalence is 70–110 per million population. 50% of first-degree relatives will inherit the same mutation, giving them a greater than 95% lifetime risk of developing MODY themselves. For this reason, correct diagnosis of this condition is important. Typically patients present with a strong family history of diabetes (any type) and the onset of symptoms is in the second to fifth decade.
There are two general types of clinical presentation.
- Some forms of MODY produce significant hyperglycemia and the typical signs and symptoms of diabetes: increased thirst and urination (polydipsia and polyuria).
- In contrast, many people with MODY have no signs or symptoms and are diagnosed either by accident, when a high glucose is discovered during testing for other reasons, or screening of relatives of a person discovered to have diabetes. Discovery of mild hyperglycemia during a routine glucose tolerance test for pregnancy is particularly characteristic.
MODY cases may make up as many as 5% of presumed type 1 and type 2 diabetes cases in a large clinic population. While the goals of diabetes management are the same no matter what type, there are two primary advantages of confirming a diagnosis of MODY.
- Insulin may not be necessary and it may be possible to switch a person from insulin injections to oral agents without loss of glycemic control.
- It may prompt screening of relatives and so help identify other cases in family members.
As it occurs infrequently, many cases of MODY are initially assumed to be more common forms of diabetes: type 1 if the patient is young and not overweight, type 2 if the patient is overweight, or gestational diabetes if the patient is pregnant. Standard diabetes treatments (insulin for type 1 and gestational diabetes, and oral hypoglycemic agents for type 2) are often initiated before the doctor suspects a more unusual form of diabetes.
As impaired fasting glucose is considered a precursor condition for type 2 diabetes, it shares the same environmental and genetic risk factors.
Possible causes include:
- Neoplasm
- Pancreatic cancer
- Polycystic ovary syndrome (PCOS)
- Trans fats
The classic symptoms of diabetes are polyuria (frequent urination), polydipsia (increased thirst), polyphagia (increased hunger), and weight loss. Other symptoms that are commonly present at diagnosis include a history of blurred vision, itchiness, peripheral neuropathy, recurrent vaginal infections, and fatigue. Many people, however, have no symptoms during the first few years and are diagnosed on routine testing. A small number of people with type 2 diabetes mellitus can develop a hyperosmolar hyperglycemic state (a condition of very high blood sugar associated with a decreased level of consciousness and low blood pressure).
The symptoms of latent autoimmune diabetes of adults are similar to those of other forms of diabetes: polydipsia (excessive thirst and drinking), polyuria (excessive urination), and often blurred vision. Compared to juvenile type 1 diabetes, the symptoms develop comparatively slowly, over a period of at least six months.
Mauriac syndrome is a rare complication of diabetes mellitus type 1 characterized by extreme hepatomegaly due to glycogen deposition, along with growth failure and delayed puberty. It occurs in children and adolescents with type 1 diabetes as a result of abnormally high blood sugar levels and the symptoms tend to rectify with attainment of normal blood sugar levels. Abnormally high blood sugar levels are relatively common among patients with type I diabetes, but Mauriac syndrome is rare suggesting that a factor affecting glycogen metabolism in addition to the high level of blood sugar is necessary to cause the syndrome. A study of an adolescent boy with severe Mauriac syndrome found a mutation in PHKG2 which is the catalytic subunit of glycogen phosphorylase kinase (PhK). PhK is a large enzyme complex responsible for the activation of glycogen phosphorylase, the first enzyme in the pathway of glycogen metabolism. Expression of the mutant PHKG2 in a human liver cell line inhibited the enzyme activity of the PhK complex and increased glycogen levels. The mother of the boy with Mauriac syndrome possessed the mutant PHKG2, but did not have diabetes or a clinically detectable enlarged liver. The father of the boy had type 1 diabetes with abnormally high blood sugar levels and the size of his liver and his growth were normal. The study suggests that a mutant enzyme of glycogen metabolism in addition to an abnormally high blood glucose level is necessary to cause Mauriac syndrome.
Hypoglycemia in early infancy can cause jitteriness, lethargy, unresponsiveness, or seizures. The most severe forms may cause macrosomia in utero, producing a large birth weight, often accompanied by abnormality of the pancreas. Milder hypoglycemia in infancy causes hunger every few hours, with increasing jitteriness or lethargy. Milder forms have occasionally been detected by investigation of family members of infants with severe forms, adults with the mildest degrees of congenital hyperinsulinism have a decreased tolerance for prolonged fasting. Other presentations are:
The variable ages of presentations and courses suggest that some forms of congenital hyperinsulinism, especially those involving abnormalities of K channel function, can worsen or improve with time the potential harm from hyperinsulinemic hypoglycemia depends on the severity, and duration. Children who have recurrent hyperinsulinemic hypoglycemia in infancy can suffer harm to the brain
The degree of hyperglycemia can change over time depending on the metabolic cause, for example, impaired glucose tolerance or fasting glucose, and it can depend on treatment. Temporary hyperglycemia is often benign and asymptomatic. Blood glucose levels can rise well above normal and cause pathological and functional changes for significant periods without producing any permanent effects or symptoms. During this asymptomatic period, an abnormality in carbohydrate metabolism can occur which can be tested by measuring plasma glucose. However, chronic hyperglycemia at above normal levels can produce a very wide variety of serious complications over a period of years, including kidney damage, neurological damage, cardiovascular damage, damage to the retina or damage to feet and legs. Diabetic neuropathy may be a result of long-term hyperglycemia. Impairment of growth and susceptibility to certain infection can occur as a result of chronic hyperglycemia.
Acute hyperglycemia involving glucose levels that are extremely high is a medical emergency and can rapidly produce serious complications (such as fluid loss through osmotic diuresis). It is most often seen in persons who have uncontrolled insulin-dependent diabetes.
The following symptoms may be associated with acute or chronic hyperglycemia, with the first three composing the classic hyperglycemic triad:
- Polyphagia – frequent hunger, especially pronounced hunger
- Polydipsia – frequent thirst, especially excessive thirst
- Polyuria – increased volume of urination (not an increased frequency for urination)
- Blurred vision
- Fatigue
- Restlessness
- Weight loss
- Poor wound healing (cuts, scrapes, etc.)
- Dry mouth
- Dry or itchy skin
- Tingling in feet or heels
- Erectile dysfunction
- Recurrent infections, external ear infections (swimmer's ear)
- Cardiac arrhythmia
- Stupor
- Coma
- Seizures
Frequent hunger without other symptoms can also indicate that blood sugar levels are too low. This may occur when people who have diabetes take too much oral hypoglycemic medication or insulin for the amount of food they eat. The resulting drop in blood sugar level to below the normal range prompts a hunger response. This hunger is not usually as pronounced as in Type I diabetes, especially the juvenile onset form, but it makes the prescription of oral hypoglycemic medication difficult to manage.
Polydipsia and polyuria occur when blood glucose levels rise high enough to result in excretion of excess glucose via the kidneys, which leads to the presence of glucose in the urine. This produces an osmotic diuresis.
Signs and symptoms of diabetic ketoacidosis may include:
- Ketoacidosis
- Kussmaul hyperventilation: deep, rapid breathing
- Confusion or a decreased level of consciousness
- Dehydration due to glycosuria and osmotic diuresis
- Acute hunger and/or thirst
- 'Fruity' smelling breath odor
- Impairment of cognitive function, along with increased sadness and anxiety
Hyperglycemia caused a decrease in cognitive performance, specifically in processing speed, and executive function and performance. Decreased cognitive performance may cause forgetfulness and concentration loss
The classical symptoms of type 1 diabetes include: polyuria (excessive urination), polydipsia (increased thirst), dry mouth, polyphagia (increased hunger), fatigue, and weight loss.
Many type 1 diabetics are diagnosed when they present with diabetic ketoacidosis. The signs and symptoms of diabetic ketoacidosis include dry skin, rapid deep breathing, drowsiness, increased thirst, frequent urination, abdominal pain, and vomiting.
About 12 percent of people with type 1 diabetes have clinical depression.
About 6 percent of people with type 1 diabetes have celiac disease, but in most cases there are no digestive symptoms or are mistakenly attributed to poor control of diabetes, gastroparesis or diabetic neuropathy. In most cases, celiac disease is diagnosed after onset of type 1 diabetes. The association of celiac disease with type 1 diabetes increases the risk of complications, such as retinopathy and mortality. This association can be explained by shared genetic factors, and inflammation or nutritional deficiencies caused by untreated celiac disease, even if type 1 diabetes is diagnosed first.
Some people with type 1 diabetes experience dramatic and recurrent swings in glucose levels, often occurring for no apparent reason; this is called "unstable diabetes" or "labile diabetes", and sometimes "brittle diabetes", although this term is no longer used. The results of such swings can be irregular and unpredictable hyperglycemias, sometimes involving ketoacidosis, and sometimes serious hypoglycemias. Brittle diabetes occurs no more frequently than in 1% to 2% of diabetics.
It is estimated that more than 50% of persons diagnosed as having non-obesity-related type 2 diabetes may actually have LADA. Glutamic acid decarboxylase autoantibody (GADA), islet cell autoantibody (ICA), insulinoma-associated (IA-2) autoantibody, and zinc transporter autoantibody (ZnT8) testing should be performed on all adults who are not obese who are diagnosed with diabetes. However, some overweight patients are misdiagnosed with type 2 due to their weight. Moreover, it is now becoming evident that autoimmune diabetes may be highly underdiagnosed in many individuals who have diabetes, and that the body mass index levels may have rather limited use in connections with latent autoimmune diabetes.
Persons with LADA typically have low, although sometimes moderate, levels of C-peptide as the disease progresses. Those with insulin resistance or type 2 diabetes are more likely to have high levels of C-peptide due to an over production of insulin.
According to the criteria of the World Health Organization and the American Diabetes Association, impaired glucose tolerance is defined as:
- two-hour glucose levels of 140 to 199 mg per dL (7.8 to 11.0 mmol/l) on the 75-g oral glucose tolerance test. A patient is said to be under the condition of IGT when he/she has an intermediately raised glucose level after 2 hours, but less than the level that would qualify for type 2 diabetes mellitus. The fasting glucose may be either normal or mildly elevated.
From 10 to 15 percent of adults in the United States have impaired glucose tolerance or impaired fasting glucose.
Impaired glucose tolerance (IGT) is a pre-diabetic state of hyperglycemia that is associated with insulin resistance and increased risk of cardiovascular pathology. IGT may precede type 2 diabetes mellitus by many years. IGT is also a risk factor for mortality.
Type 2 diabetes is typically a chronic disease associated with a ten-year-shorter life expectancy. This is partly due to a number of complications with which it is associated, including: two to four times the risk of cardiovascular disease, including ischemic heart disease and stroke; a 20-fold increase in lower limb amputations, and increased rates of hospitalizations. In the developed world, and increasingly elsewhere, type 2 diabetes is the largest cause of nontraumatic blindness and kidney failure. It has also been associated with an increased risk of cognitive dysfunction and dementia through disease processes such as Alzheimer's disease and vascular dementia. Other complications include acanthosis nigricans, sexual dysfunction, and frequent infections.
Low blood sugar is common in persons with type 1 and type 2 DM. Most cases are mild and are not considered medical emergencies. Effects can range from feelings of unease, sweating, trembling, and increased appetite in mild cases to more serious issues such as confusion, changes in behavior such as aggressiveness, seizures, unconsciousness, and (rarely) permanent brain damage or death in severe cases. Moderate hypoglycemia may easily be mistaken for drunkenness; rapid breathing and sweating, cold, pale skin are characteristic of hypoglycemia but not definitive. Mild to moderate cases are self-treated by eating or drinking something high in sugar. Severe cases can lead to unconsciousness and must be treated with intravenous glucose or injections with glucagon.
People (usually with type 1 DM) may also experience episodes of diabetic ketoacidosis, a metabolic disturbance characterized by nausea, vomiting and abdominal pain, the smell of acetone on the breath, deep breathing known as Kussmaul breathing, and in severe cases a decreased level of consciousness.
A rare but equally severe possibility is hyperosmolar hyperglycemic state, which is more common in type 2 DM and is mainly the result of dehydration.
Diabetes mellitus type 1 (also known as type 1 diabetes) is a form of diabetes mellitus in which not enough insulin is produced. This results in high blood sugar levels in the body. The classical symptoms are frequent urination, increased thirst, increased hunger, and weight loss. Additional symptoms may include blurry vision, feeling tired, and poor healing. Symptoms typically develop over a short period of time.
The cause of type 1 diabetes is unknown. However, it is believed to involve a combination of genetic and environmental factors. Risk factors include having a family member with the condition. The underlying mechanism involves an autoimmune destruction of the insulin-producing beta cells in the pancreas. Diabetes is diagnosed by testing the level of sugar or A1C in the blood. Type 1 diabetes can be distinguished from type 2 by testing for the presence of autoantibodies.
There is no known way to prevent type 1 diabetes. Treatment with insulin is required for survival. Insulin therapy is usually given by injection just under the skin but can also be delivered by an insulin pump. A diabetic diet and exercise are an important part of management. Untreated, diabetes can cause many complications. Complications of relatively rapid onset include diabetic ketoacidosis and nonketotic hyperosmolar coma. Long-term complications include heart disease, stroke, kidney failure, foot ulcers and damage to the eyes. Furthermore, complications may arise from low blood sugar caused by excessive dosing of insulin.
Type 1 diabetes makes up an estimated 5–10% of all diabetes cases. The number of people affected globally is unknown, although it is estimated that about 80,000 children develop the disease each year. Within the United States the number of people affected is estimated at one to three million. Rates of disease vary widely with approximately 1 new case per 100,000 per year in East Asia and Latin America and around 30 new cases per 100,000 per year in Scandinavia and Kuwait. It typically begins in children and young adults.
The classic symptoms of untreated diabetes are weight loss, polyuria (increased urination), polydipsia (increased thirst), and polyphagia (increased hunger). Symptoms may develop rapidly (weeks or months) in type 1 DM, while they usually develop much more slowly and may be subtle or absent in type 2 DM.
Several other signs and symptoms can mark the onset of diabetes although they are not specific to the disease. In addition to the known ones above, they include blurry vision, headache, fatigue, slow healing of cuts, and itchy skin. Prolonged high blood glucose can cause glucose absorption in the lens of the eye, which leads to changes in its shape, resulting in vision changes. A number of skin rashes that can occur in diabetes are collectively known as diabetic dermadromes.