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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)
Funded by The Federal Ministry for Economic Affairs and Energy; Grant: 01MD19013D, Smart-MD Project, Digital Technologies
Prognoses and treatments are different for HL and between all the different forms of NHL, and also depend on the grade of tumour, referring to how quickly a cancer replicates. Paradoxically, high-grade lymphomas are more readily treated and have better prognoses: Burkitt lymphoma, for example, is a high-grade tumour known to double within days, and is highly responsive to treatment. Lymphomas may be curable if detected in early stages with modern treatment.
After a diagnosis and before treatment, a cancer is staged. This refers to determining if the cancer has spread, and if so, whether locally or to distant sites. Staging is reported as a grade between I (confined) and IV (spread). Staging is carried out because the stage of a cancer impacts its prognosis and treatment.
The Ann Arbor staging system is routinely used for staging of both HL and NHL. In this staging system, I represents a localized disease contained within a lymph node, II represents the presence of lymphoma in two or more lymph nodes, III represents spread of the lymphoma to both sides of the diaphragm, and IV indicates tissue outside a lymph node.
CT scan or PET scan imaging modalities are used to stage a cancer.
Age and poor performance status are established poor prognostic factors, as well.
Hodgkin's lymphoma must be distinguished from non-cancerous causes of lymph node swelling (such as various infections) and from other types of cancer. Definitive diagnosis is by lymph node biopsy (usually excisional biopsy with microscopic examination). Blood tests are also performed to assess function of major organs and to assess safety for chemotherapy. Positron emission tomography (PET) is used to detect small deposits that do not show on CT scanning. PET scans are also useful in functional imaging (by using a radiolabeled glucose to image tissues of high metabolism). In some cases a Gallium scan may be used instead of a PET scan.
Treatment of Hodgkin's disease has been improving over the past few decades. Recent trials that have made use of new types of chemotherapy have indicated higher survival rates than have previously been seen. In one recent European trial, the 5-year survival rate for those patients with a favorable prognosis (FFP) was 98%, while that for patients with worse outlooks was at least 85%.
In 1998, an international effort identified seven prognostic factors that accurately predict the success rate of conventional treatment in patients with locally extensive or advanced stage Hodgkin's lymphoma. Freedom from progression (FFP) at 5 years was directly related to the number of factors present in a patient. The 5-year FFP for patients with zero factors is 84%. Each additional factor lowers the 5-year FFP rate by 7%, such that the 5-year FFP for a patient with 5 or more factors is 42%.
The adverse prognostic factors identified in the international study are:
- Age ≥ 45 years
- Stage IV disease
- Hemoglobin < 10.5 g/dl
- Lymphocyte count < 600/µl or < 8%
- Male
- Albumin < 4.0 g/dl
- White blood count ≥ 15,000/µl
Other studies have reported the following to be the most important adverse prognostic factors: mixed-cellularity or lymphocyte-depleted histologies, male sex, large number of involved nodal sites, advanced stage, age of 40 years or more, the presence of B symptoms, high erythrocyte sedimentation rate, and bulky disease (widening of the mediastinum by more than one third, or the presence of a nodal mass measuring more than 10 cm in any dimension.)
More recently, use of positron emission tomography (PET) early after commencing chemotherapy has demonstrated to have powerful prognostic ability. This enables assessment of an individual's response to chemotherapy as the PET activity switches off rapidly in patients who are responding. In this study, after two cycles of ABVD chemotherapy, 83% of patients were free of disease at 3 years if they had a negative PET versus only 28% in those with positive PET scans. This prognostic power exceeds conventional factors discussed above. Several trials are underway to see if PET-based risk adapted response can be used to improve patient outcomes by changing chemotherapy early in patients who are not responding.
Diagnosis usually occurs at an early stage of disease progression.
Tumors generally located in the peripheral lymph nodes which can be detected via PET scan and CT scan.
Acute promyelocytic leukemia can be distinguished from other types of AML based on microscopic examination of the blood film or a bone marrow aspirate or biopsy as well as finding the characteristic rearrangement. Definitive diagnosis requires testing for the "PML/RARA" fusion gene. This may be done by polymerase chain reaction (PCR), fluorescent in situ hybridization (FISH), or conventional cytogenetics of peripheral blood or bone marrow. This mutation involves a translocation of the long arm of chromosomes 15 and 17. On rare occasions, a cryptic translocation may occur which cannot be detected by cytogenetic testing; on these occasions PCR testing is essential to confirm the diagnosis. Presence of multiple Auer rods on peripheral blood smear is highly suggestive of acute promyelocytic leukemia.
Prognosis is generally good relative to other leukemias. Because of the acuteness of onset compared to other leukemias, early death is comparatively more common. The cause of early death is most commonly severe bleeding, often intracranial hemorrhage. Early death from hemorrhage occurs in 5-10% of patients in countries with adequate access to healthcare and 20-30% of patients in less developed countries. Risk factors for early death due to hemorrhage include delayed diagnosis, late treatment initiation, and high white blood cell count on admission. Despite advances in treatment, early death rates have remained relatively constant.
Relapse rates are extremely low. Most deaths following remission are from other causes, such as second malignancies, which in one study occurred in 8% of patients. In this study, second malignancies accounted for 41% of deaths, and heart disease, 29%. Survival rates were 88% at 6.3 years and 82% at 7.9 years.
In another study, 10-year survival rate was estimated to be approximately 77%.
Nodular sclerosis (or "NSHL") is a form of Hodgkin's lymphoma that is the most common subtype of HL in developed countries. It affects females slightly more than males and has a median age of onset at ~28 years. It is composed of large tumor nodules with lacunar Reed–Sternberg cell (RS cells) surrounded by fibrotic collagen bands.
The British National Lymphoma Investigation further categorized NSHL based upon Reed-Sternberg cells into "nodular sclerosis type I" (NS I) and "nodular sclerosis type II" (NS II), with the first subtype responding better to treatment.
As outlined above, there is no recommended alcohol intake with respect to cancer risk alone as it varies with each individual cancer. See Recommended maximum intake of alcoholic beverages for a list of governments' guidances on alcohol intake which, for a healthy man, range from 140–280g per week.
One meta-analysis suggests that risks of cancers may start below the recommended levels. "Risk increased significantly for drinkers, compared with non-drinkers, beginning at an intake of 25 g (< 2 standard drinks) per day for the following: cancers of the oral cavity and pharynx (relative risk, RR, 1.9), esophagus (RR 1.4), larynx (RR 1.4), breast (RR 1.3), liver (RR 1.2), colon (RR 1.1), and rectum (RR 1.1)"
World Cancer Research Fund recommends that people aim to limit consumption to two drinks a day for a man and one for a woman. It defines a "drink" as containing about 10–15 grams of ethanol.
A systematic review found evidence that light drinking may decrease the risk of nasopharyngeal carcinoma whereas high intake of alcohol may increase the risk.
Universal Newborn Hearing Screenings (UNHS) is mandated in a majority of the United States. Auditory neuropathy is sometimes difficult to catch right away, even with these precautions in place. Parental suspicion of a hearing loss is a trustworthy screening tool for hearing loss, too; if it is suspected, that is sufficient reason to seek a hearing evaluation from an audiologist.
In most parts of Australia, hearing screening via AABR testing is mandated, meaning that essentially all congenital (i.e., not those related to later onset degenerative disorders) auditory neuropathy cases should be diagnosed at birth.
In case of infection or inflammation, blood or other body fluids may be submitted for laboratory analysis.
MRI and CT scans can be useful to identify the pathology of many causes of hearing loss. They are only needed in selected cases.
When testing the auditory system, there really is no characteristic presentation on the audiogram.
When diagnosing someone with auditory neuropathy, there is no characteristic level of functioning either. People can present relatively little dysfunction other than problems of hearing speech in noise, or can present as completely deaf and gaining no useful information from auditory signals.
Hearing aids are sometimes prescribed, with mixed success.
Some people with auditory neuropathy obtain cochlear implants, also with mixed success.
Other imaging tools have been used to show mechanical deviations in laminitis cases include computed tomography, as well as MRI, which also provides some physiologic information. Nuclear scintigraphy may also be useful in certain situations. Ultrasonography has been explored as a way to quantify changes in bloodflow to the foot.
Radiographs are an important part of evaluating the laminitic horse. They not only allow the practitioner to determine the severity of the episode, which does not always correlate with degree of pain, but also to gauge improvement and response to treatment. Several measurements are made to predict severity. Additionally, radiographs also allow the visualization and evaluation of the hoof capsule, and can help detect the presence of a lamellar wedge or seromas. The lateral view provides the majority of the information regarding degree of rotation, sole depth, dorsal hoof wall thickness, and vertical deviation. A 65-degree dorsopalmar view is useful in the case of chronic laminitis to evaluate the rim of the coffin bone for pathology.
- Radiographic measurements
Several radiographic measurements, made on the lateral view, allow for objective evaluation of the episode.
1. "Coronary extensor distance (CE)": the vertical distance from the level of the proximal coronary band to the extensor process of P3. It is often used to compare progression of the disease over time, rather than as a stand-alone value. A rapidly increasing CE value can indicate distal displacement (sinking) of the coffin bone, while a more gradual increase in CE can occur with foot collapse. Normal values range from 0–30 mm, with most horses >12–15 mm.
2. "Sole depth (SD)": the distance from the tip of P3 to the ground.
3. "Digital breakover (DB)": distance from the tip of P3 to the breakover of the hoof (dorsal toe).
4. "Palmar angle (PA)": the angle between a line perpendicular to the ground, and a line at the angle of the palmar surface of P3.
5. "Horn:lamellar distance (HL)": the measurement from the most superficial aspect of the dorsal hoof wall to the face of P3. 2 distances are compared: a proximal measurement made just distal to the extensor process of P3, and a distal measurement made toward the tip of P3. These two values should be similar. In cases of rotation, the distal measurement will be higher than the proximal. In cases of distal displacement, both values will increase, but may remain equal. Therefore, it is ideal to have baseline radiographs for horses, especially for those at high-risk for laminitis, to compare to should laminitis ever be suspected. Normal HL values vary by breed and age:
- Weanlings will have a greater proximal HL compared to distal HL
- Yearlings will have approximately equal proximal and distal HL
- Thoroughbreds are usually 17mm proximally, and 19mm distally
- Standardbreds have been shown to have a similar proximal and distal HL, around 16 mm at 2 years old, and 20 mm at 4 years old
- Warmbloods have similar proximal and distal values, up to 20 mm each
- HL tends to increase with age, up to 17 mm in most light breeds, or higher, especially in very old animals
- Venograms
Venograms can help determine the prognosis for the animal, particularly in horses where the degree of pain does not match the radiographic changes. In venography, a contrast agent, visible on radiographs, is injected into the palmar digital vein to delineate the vasculature of the foot. The venogram can assess the severity and location of tissue compromise and monitor effectiveness of the current therapy. Compression of veins within the hoof will be seen as sections that do not contain contrast material. Poor or improper blood flow to different regions of the hoof help determine the severity of the laminitic episode. Venography is especially useful for early detection of support limb laminitis, as changes will be seen on venograph (and MRI) within 1–2 weeks, whereas clinical signs and radiographic changes do not manifest until 4–6 weeks.
Horses undergoing venography have plain radiographs taken beforehand to allow for comparison. The feet are blocked to allow the sedated horse to stand comfortably during the procedure. Prior to injection, a tourniquet is placed around the fetlock to help keep the contrast material within the foot during radiography. Diffusion of contrast may make some areas appear hypoperfused, falsely increasing the apparent severity of the laminitic episode. After injection of the contrast material, films are taken within 45 seconds to avoid artifact caused by diffusion. Evaluation of blood supply to several areas of the foot allows the practitioner to distinguish mild, moderate, and severe compromise of the hoof, chronic laminitis, and sinking.