Everything below concerns cake collapse. We keep the language plain, cite what the science says, and separate well-supported claims from open questions.
Updated 2026-05-08. Numbers and descriptions here follow the published literature rather than marketing material.
Storage stability depends on water content, oxygen exposure, and temperature. Lyophilized solids are hygroscopic and can absorb water if exposed to humid air. Vials are usually sealed under vacuum or inert gas with rubber stoppers and aluminum crimps. Storage temperatures range from room temperature to refrigerated or frozen conditions depending on the material. Stability studies track potency, moisture, and physical form over time. Accelerated conditions can reveal sensitivity but may not predict long-term behavior.
Analytical methods for lyophilized materials include X-ray diffraction for crystallinity, differential scanning calorimetry for thermal transitions, and scanning electron microscopy for pore morphology. Moisture sorption analysis shows how the cake responds to humidity. These methods help distinguish amorphous from crystalline states and detect phase changes. Open questions remain about how pore structure changes during long-term storage and how best to predict collapse under varied conditions. Comparisons across studies are complicated by differences in formulation, cycle, and storage history.
Lyophilized solids are often hygroscopic, so handling occurs in controlled low-humidity areas or glove boxes when the material is exposed. Vials remain sealed with elastomeric stoppers and aluminum crimps until use, because airborne moisture can raise residual water and shorten shelf life. The porous cake is fragile and may crack, shrink, or powder during transport. Personnel typically avoid repeated warming and cooling of sealed units, which can draw moisture through closures. These practices aim to preserve the low water content achieved during drying.
Storage conditions depend on the formulation and the intended shelf life. Many pharmaceutical and biological freeze-dried products are kept at 2–8 °C, while some stable foods and reagents tolerate room temperature. Others require −20 °C or colder to slow chemical degradation or aggregation. Protection from light and oxygen is common because oxidation can continue in the dry state. Stability studies usually monitor potency, appearance, moisture, and reconstitution time over months or years. Predictions from accelerated studies are useful but may not fully capture real-time changes.
| Property | Value | Notes |
|---|---|---|
| Appearance | White to off-white porous cake | Color and texture vary with formulation. |
| Reconstitution time | Seconds to several minutes | Depends on cake porosity, excipients, and diluent. |
| Typical moisture level | 0.5-3% w/w | Lower values suit hydrolysis-sensitive materials. |
| Common moisture method | Karl Fischer titration | Coulometric mode is common for low water levels. |
| Typical storage temperature | 2-8 °C or ambient | Some products require frozen storage; protect from humidity. |
Quality control for lyophilized materials examines appearance, reconstitution time, residual moisture, and mechanical integrity. An acceptable cake is usually uniform and porous, though appearance alone does not prove stability. Karl Fischer titration is a common method for water content, while differential scanning calorimetry can reveal glass transition events. Stability studies track potency, aggregation, and moisture over time under defined temperature and humidity conditions. Specifications are product-specific and may include sterility and endotoxin tests for sterile preparations.
Misconceptions about lyophilization include the idea that dried products are indefinitely stable or that vacuum sealing eliminates all degradation. Chemical reactions can continue in the solid state, and some proteins lose activity even at low moisture. Another misconception is that any freeze-dryer cycle can be scaled by time alone; heat and mass transfer differ with equipment and load. Open questions remain about predicting long-term stability from short accelerated studies, particularly for amorphous formulations. Real-time stability data remain the standard for shelf-life assignment.
After lyophilization, the dried product is often sealed under vacuum or an inert gas to limit moisture and oxygen exposure. Vials, stoppers, and seals must maintain their barrier throughout shelf life. Storage temperature depends on product sensitivity: some cakes tolerate controlled room temperature, while labile biologics require refrigeration. Humidity is a critical variable because dried cakes are hygroscopic and can absorb water when exposed to air. Handling procedures therefore limit open-vial time and use desiccated environments for sampling.
Stability of a lyophilized solid depends on water content, temperature, and the physical state of the formulation. Amorphous products may slowly absorb moisture and drop below their glass transition temperature, causing collapse or crystallization. Some proteins and peptides can aggregate even in a dry state, especially when exposed to heat or moisture. Accelerated stability studies at elevated temperature and humidity help estimate shelf life, but real-time data remain the basis for expiration dating.
After drying, a lyophilized product is usually sealed under vacuum or an inert gas to limit moisture and oxygen exposure. The container closure system matters because stoppers and seals can allow moisture ingress over time. Storage conditions are selected from stability studies that track potency, cake appearance, and reconstitution behavior. Many freeze-dried materials are kept at controlled room temperature, while some require refrigeration or protection from light.
Quality control for freeze-dried forms includes visual inspection, water content measurement, and reconstitution time. A satisfactory cake is typically uniform, porous, and intact, although minor shrinkage or cracking may be acceptable if specifications allow. Karl Fischer titration, thermal gravimetric analysis, and near-infrared spectroscopy are used to measure water content. Reconstitution is assessed by adding a specified diluent and recording the time and ease of dissolution. Microbiological and particulate tests are added when the product is sterile or intended for injection.
Stability of a lyophilized product depends on its glass transition temperature, the temperature at which the amorphous cake transitions from a glassy to a rubbery state. Storage below this temperature minimizes molecular mobility and slows chemical degradation. If the storage temperature exceeds the glass transition temperature, the cake may collapse, shrink, or become sticky. Accelerated stability studies at elevated temperatures and humidity help predict shelf life, but they do not always reflect real-time behavior. Residual moisture content also plays a critical role in long-term stability.
Reconstitution involves adding a suitable diluent, often sterile water or a buffer, to the dried cake. Gentle swirling or inversion helps dissolve the material without creating excessive foam. The time required for complete dissolution can range from seconds to several minutes and depends on the cake structure and the diluent. Improper reconstitution, such as vigorous shaking or using the wrong diluent, can cause protein aggregation or loss of activity. After reconstitution, the product may have a limited shelf life and should be used according to its labeling.
== Contraindications == A person should not receive alteplase treatment if testing shows they are not suffering from an acute ischemic stroke or if the risks of treatment outweigh the likely benefits. Alteplase is contraindicated in those with bleeding disorders that increase a person's tendency to bleed and in those with an abnormally low platelet count. Active internal bleeding and high blood pressure are additional contraindications for alteplase. The safety of alteplase in the pediatric population has not been determined definitively. Additional contraindications for alteplase when used specifically for acute ischemic stroke include current intracranial hemorrhage and subarachnoid hemorrhage. Contraindications for use of alteplase in people with a STEMI are similar to those of acute ischemic stroke. People with an acute ischemic stroke may also receive other therapies including mechanical thrombectomy.
Generally, fatty acids (FAs) can be defined as organic compounds containing a carboxyl group (–COOH) at one end of an aliphatic hydrocarbon chain (also called the "front" end of the molecule), and a methyl group (–CH3) at the opposite end (also called the "methyl" end of the molecule). Fatty acid chains commonly contain anywhere from 4 to 24 carbon atoms, but they are known to reach up to 44 carbon atoms in length. Fatty acid chains typically contain an even number of carbon atoms (i.e., 10, 12, 16) and a linear structure about the acyl chain, though both odd-numbered and branched fatty acids also exist. Fatty acids can be categorized according to the degree of saturation (number of double bonds) present about the aliphatic hydrocarbon chain. Saturated fatty acids (SFAs) have no double bonds. Monounsaturated fatty acids (MUFAs) have one double bond, while polyunsaturated fatty acids (PUFAs) have two or more double bonds present about the acyl chain. Two discrete nomenclature systems are used for describing fatty acids: omega (ω–x) nomenclature and delta (Δ) nomenclature, in addition to simple common names. Within the fields of medicine and nutrition, both common names and omega nomenclature are frequently used to discuss fatty acids. In biochemistry and lipids research, fatty acid common names, omega nomenclature, and delta nomenclature are all widely used, but delta nomenclature is more typically seen in discussions on specific fatty acids. Additionally, common fatty acid names are often denoted alongside a shorthand notation (i.e., palmitic acid (C16:0)).
== Toxicity == A subacute rodent NOAEL of 43 μg/kg body weight as well as genotoxicity studies were primarily the cause for setting limits for patulin exposure, although a range of other types of toxicity also exist. While not a particularly potent toxin, patulin is genotoxic. Some theorize that it may be a carcinogen, although animal studies have remained inconclusive. Patulin has shown antimicrobial properties against some microorganisms. Several countries have instituted patulin restrictions in apple products. The World Health Organization recommends a maximum concentration of 50 μg/L in apple juice. In the European Union, the limit is also set at 50 micrograms per kilogram (μg/kg) in apple juice and cider, at 25 μg/kg in solid apple products, and at 10 μg/kg in products for infants and young children. These limits came into force on 1 November 2003.
Sources: en.wikipedia.org
==== Grafting onto ==== Grafting to involves the strong adsorption or chemical bonding of a polymer molecule to a surface from solution. This process is typically achieved through a coupling agent that links a handle on the surface to a reactive group on either of the chain termini. Although simple, this approach suffers from the disadvantage of a relatively low grafting density due to steric hindrance from the already-attached polymer coils. After coupling, as in all cases, polymers attempt to maximize their entropy typically by assuming a brush or mushroom conformation. Thus, potential binding sites become inaccessible beneath this "mushroom domain".
== History == Little Caesars Pizza was founded on May 8, 1959, by the married couple Mike Ilitch and Marian Ilitch. The first location was in a strip mall in Garden City, Michigan, a suburb of Detroit, and named "Little Caesar's Pizza Treat". The original store closed in October 2018, relocating down the street to a new building in nearby Westland. The first Little Caesar's franchise location opened in 1962 in Warren, Michigan, and was still called Little Caesar's Pizza Treat. The same year the Little Caesar's logo became a 3D figure and was used in outdoor signage.
=== Apoptosis === Both internal and external signals can lead to the induction of apoptosis, or programmed cell death. The resulting deconstruction of cellular components is primarily carried out by specialized proteases known as caspases, but the proteasome also plays important and diverse roles in the apoptotic process. The involvement of the proteasome in this process is indicated by both the increase in protein ubiquitination, and of E1, E2, and E3 enzymes that is observed well in advance of apoptosis. During apoptosis, proteasomes localized to the nucleus have also been observed to translocate to outer membrane blebs characteristic of apoptosis. Proteasome inhibition has different effects on apoptosis induction in different cell types. In general, the proteasome is not required for apoptosis, although inhibiting it is pro-apoptotic in most cell types that have been studied. Apoptosis is mediated through disrupting the regulated degradation of pro-growth cell cycle proteins. However, some cell lines — in particular, primary cultures of quiescent and differentiated cells such as thymocytes and neurons — are prevented from undergoing apoptosis on exposure to proteasome inhibitors. The mechanism for this effect is not clear, but is hypothesized to be specific to cells in quiescent states, or to result from the differential activity of the pro-apoptotic kinase JNK. The ability of proteasome inhibitors to induce apoptosis in rapidly dividing cells has been exploited in several recently developed chemotherapy agents such as bortezomib and salinosporamide A.
International Union of Pure and Applied Chemistry (IUPAC) An international federation of chemists that is recognized as the world authority in developing standards for chemical nomenclature and other methodologies in chemistry.
Sources: en.wikipedia.org
==== Resolving debate over foreign aid ==== Some voices in the administration continued to point in the opposite direction: for example, Under Secretary of State Herbert Hoover Jr. and the new ICA head, John Hollister, who represented more frugal attitudes. Given the lack of consensus, Eisenhower and Congress conducted in 1956 several studies to give foreign aid policy a more solid basis. Mainly delivered in early 1957, the reports included an updated version of the essay by Millikan and Rostow that C.D. Jackson had circulated in 1954. The overall view that emerged was that sustained development assistance would have long-term benefits for the U.S. position in the world and, more specifically, that developing countries needed substantial financial assistance in the form of low-interest loans. Developing countries particularly needed softer financing to invest in public health systems, schools, and economic infrastructure, for which "hard", commercial lending was unsuitable. Personnel changes soon reflected this change in the administration's view: Christian Herter succeeded Herbert Hoover Jr. as Under Secretary of State in February 1957, Robert Anderson succeeded George Humphrey as treasury secretary in July 1957, and James H. Smith Jr. replaced John Hollister as ICA Director in September 1957. Eisenhower summarized the conclusions in his May 21, 1957 message to Congress: "This past year ... Congressional Committees, the Executive Branch and distinguished private citizens have just examined these programs anew. ... I recommend the following legislative actions: ...
One aptamer, in particular, proved effective as a recognition element in an electrochemical sensor, enabling the detection of sGP and GP1.2 in solution, as well as GP1.2 within a membrane context. The results of this research point to the intriguing possibility that certain regions on protein surfaces may possess aptatropic qualities. Identifying the key features of such sites, in conjunction with improved 3-D structural predictions for aptamers, holds the potential to enhance the accuracy of predicting aptamer interaction sites on proteins. This, in turn, may help identify aptamers with a heightened likelihood of binding proteins with high affinity, as well as shed light on protein mutations that could significantly impact aptamer binding. This comprehensive understanding of the structure-based interactions between aptamers and proteins is vital for refining the computational predictability of aptamer-protein binding. Moreover, it has the potential to eventually eliminate the need for the experimental SELEX protocol.
==== Adrenocortical carcinoma and tumors ==== Adrenocortical carcinoma occurs rarely; the average incidence rate is estimated to be 1–2 cases per million annually. The disease involves the formation of cancerous cells within the cortex of one or both of the adrenal glands. Although these tumors are identified in fewer than two percent of patients diagnosed with hyperandrogenism, the possibility must be considered within this population. In one study, more than half of tumor-affected patients had elevated levels of the androgens androstenedione, dehydroepiandrosterone sulfate, and testosterone. The elevation of androgens caused by adrenocortical carcinomas often causes patients to develop Cushing's syndrome, primary aldosteronism, and hyperandrogenism. The molecular basis of the disease has yet to be elucidated.
=== EC 1.3.1 With NAD+ or NADP+ as acceptor === EC 1.3.1.1: dihydrouracil dehydrogenase (NAD+) EC 1.3.1.2: dihydropyrimidine dehydrogenase (NADP+) EC 1.3.1.3: Δ4-3-oxosteroid 5β-reductase EC 1.3.1.4: transferred to EC 1.3.1.22, 3-oxo-5α-steroid 4-dehydrogenase (NADP+) EC 1.3.1.5: cucurbitacin Δ23-reductase EC 1.3.1.6: fumarate reductase (NADH) EC 1.3.1.7: meso-tartrate dehydrogenase EC 1.3.1.8: acyl-CoA dehydrogenase (NADP+) EC 1.3.1.9: enoyl-[acyl-carrier-protein] reductase (NADH) EC 1.3.1.10: enoyl-[acyl-carrier-protein] reductase (NADPH, Si-specific) EC 1.3.1.11: 2-coumarate reductase EC 1.3.1.12: prephenate dehydrogenase EC 1.3.1.13: prephenate dehydrogenase (NADP+) EC 1.3.1.14: dihydroorotate dehydrogenase (NAD+) EC 1.3.1.15: dihydroorotate dehydrogenase (NADP+) EC 1.3.1.16: β-nitroacrylate reductase EC 1.3.1.17: 3-methyleneoxindole reductase EC 1.3.1.18: kynurenate-7,8-dihydrodiol dehydrogenase EC 1.3.1.19: cis-1,2-dihydrobenzene-1,2-diol dehydrogenase EC 1.3.1.20: trans-1,2-dihydrobenzene-1,2-diol dehydrogenase EC 1.3.1.21: 7-dehydrocholesterol reductase EC 1.3.1.22: 3-oxo-5α-steroid 4-dehydrogenase (NADP+) EC 1.3.1.23: Identical to EC 1.3.1.3, Δ4-3-oxosteroid 5β-reductase EC 1.3.1.24: biliverdin reductase EC 1.3.1.25: 1,6-dihydroxycyclohexa-2,4-diene-1-carboxylate dehydrogenase EC 1.3.1.26: Now EC 1.17.1.8, 4-hydroxy-tetrahydrodipicolinate reductase EC 1.3.1.27: 2-hexadecenal reductase EC 1.3.1.28: 2,3-dihydro-2,3-dihydroxybenzoate dehydrogenase EC 1.3.1.29: cis-1,2-dihydro-1,2-dihydroxynaphthalene dehydrogenase EC 1.3.1.30: transferred to EC 1.3.1.22, 3-oxo-5α-steroid 4-dehydrogenase (NADP+) EC 1.3.1.31: 2-enoate reductase EC 1.3.1.32: maleylacetate reductase EC 1.3.1.33: protochlorophyllide reductase EC 1.3.1.34: 2,4 Dienoyl-CoA reductase (NADPH) EC 1.3.1.35: Now EC 1.14.19.22, microsomal oleoyl-lipid 12-desaturase EC 1.3.1.36: geissoschizine dehydrogenase EC 1.3.1.37: cis-2-enoyl-CoA reductase (NADPH) EC 1.3.1.38: trans-2-enoyl-CoA reductase (NADPH) EC 1.3.1.39: trans-2-enoyl-CoA reductase (NADPH) EC 1.3.1.40: 2-hydroxy-6-oxo-6-phenylhexa-2,4-dienoate reductase EC 1.3.1.41: xanthommatin reductase EC 1.3.1.42: 12-oxophytodienoate reductase EC 1.3.1.43: arogenate dehydrogenase EC 1.3.1.44: trans-2-enoyl-CoA reductase (NAD+) EC 1.3.1.45: 2′-hydroxyisoflavone reductase EC 1.3.1.46: biochanin-A reductase EC 1.3.1.47: α-santonin 1,2-reductase EC 1.3.1.48: 13,14-dehydro-15-oxoprostaglandin 13-reductase EC 1.3.1.49: cis-3,4-dihydrophenanthrene-3,4-diol dehydrogenase EC 1.3.1.50: n Now EC 1.1.1.252 tetrahydroxynaphthalene reductase EC 1.3.1.51: 2′-hydroxydaidzein reductase EC 1.3.1.52: Now EC 1.3.8.5, 2-methyl-branched-chain-enoyl-CoA reductase EC 1.3.1.53: (3S,4R)-3,4-dihydroxycyclohexa-1,5-diene-1,4-dicarboxylate dehydrogenase EC 1.3.1.54: precorrin-6A reductase EC 1.3.1.55: identical to EC 1.3.1.25, 1,6-dihydroxycyclohexa-2,4-diene-1-carboxylate dehydrogenase EC 1.3.1.56: cis-2,3-dihydrobiphenyl-2,3-diol dehydrogenase EC 1.3.1.57: phloroglucinol reductase EC 1.3.1.58: 2,3-dihydroxy-2,3-dihydro-p-cumate dehydrogenase EC 1.3.1.59: There is no evidence that the enzyme exists EC 1.3.1.60: dibenzothiophene dihydrodiol dehydrogenase EC 1.3.1.61: identical to EC 1.3.1.53, (3S,4R)-3,4-dihydroxycyclohexa-1,5-diene-1,4-dicarboxylate dehydrogenase EC 1.3.1.62: pimeloyl-CoA dehydrogenase EC 1.3.1.63: Now EC 1.21.1.2, 2,4-dichlorobenzoyl-CoA reductase EC 1.3.1.64: phthalate 4,5-cis-dihydrodiol dehydrogenase EC 1.3.1.65: 5,6-dihydroxy-3-methyl-2-oxo-1,2,5,6-tetrahydroquinoline dehydrogenase EC 1.3.1.66: cis-dihydroethylcatechol dehydrogenase EC 1.3.1.67: cis-1,2-dihydroxy-4-methylcyclohexa-3,5-diene-1-carboxylate dehydrogenase EC 1.3.1.68: 1,2-dihydroxy-6-methylcyclohexa-3,5-dienecarboxylate dehydrogenase EC 1.3.1.69: zeatin reductase EC 1.3.1.70: Δ14-sterol reductase EC 1.3.1.71: Δ24(241)-sterol reductase EC 1.3.1.72: Δ24-sterol reductase EC 1.3.1.73: 1,2-dihydrovomilenine reductase EC 1.3.1.74: 2-alkenal reductase [NAD(P)+] EC 1.3.1.75: 3,8-divinyl protochlorophyllide a 8-vinyl-reductase (NADPH) EC 1.3.1.76: precorrin-2 dehydrogenase EC 1.3.1.77: anthocyanidin reductase [(2R,3R)-flavan-3-ol-forming] EC 1.3.1.78: arogenate dehydrogenase (NADP+) EC 1.3.1.79: arogenate dehydrogenase (NAD(P)+) EC 1.3.1.80: Now classified as EC 1.3.7.12, red chlorophyll catabolite reductase EC 1.3.1.81: (+)-pulegone reductase EC 1.3.1.82: (-)-isopiperitenone reductase EC 1.3.1.83: geranylgeranyl diphosphate reductase EC 1.3.1.84: acrylyl-CoA reductase (NADPH) EC 1.3.1.85: crotonyl-CoA carboxylase/reductase EC 1.3.1.86: crotonyl-CoA reductase EC 1.3.1.87: 3-(cis-5,6-dihydroxycyclohexa-1,3-dien-1-yl)propanoate dehydrogenase EC 1.3.1.88: tRNA-dihydrouridine16/17 synthase (NAD(P)+) EC 1.3.1.89: tRNA-dihydrouridine47 synthase (NAD(P)+) EC 1.3.1.90: tRNA-dihydrouridine20a/20b synthase (NAD(P)+) EC 1.3.1.91: tRNA-dihydrouridine20 synthase (NAD(P)+) EC 1.3.1.92: artemisinic aldehyde Δ11(13)-reductase EC 1.3.1.93: very-long-chain enoyl-CoA reductase EC 1.3.1.94: polyprenol reductase EC 1.3.1.95: acrylyl-CoA reductase (NADH) EC 1.3.1.96: Botryococcus squalene synthase EC 1.3.1.97: botryococcene synthase EC 1.3.1.98: Now known to be catalyzed by two different enzymes, EC 1.3.1.122, (S)-8-oxocitronellyl enol synthase, and EC 5.5.1.34, (+)-cis,trans-nepetalactol synthase EC 1.3.1.100: chanoclavine-I aldehyde reductase EC 1.3.1.101: 2,3-bis-O-geranylgeranyl-sn-glycerol 1-phosphate reductase [NAD(P)H] EC 1.3.1.102: 2-alkenal reductase (NADP+) EC 1.3.1.103: 2-haloacrylate reductase EC 1.3.1.104: enoyl-[acyl-carrier-protein] reductase (NADPH) EC 1.3.1.105: 2-methylene-furan-3-one reductase EC 1.3.1.106: cobalt-precorrin-6A reductase EC 1.3.1.107: sanguinarine reductase EC 1.3.1.108: caffeoyl-CoA reductase EC 1.3.1.109: butanoyl-CoA dehydrogenase complex (NAD+, ferredoxin) EC 1.3.1.110: lactate dehydrogenase (NAD+,ferredoxin) EC 1.3.1.111: geranylgeranyl-bacteriochlorophyllide a reductase EC 1.3.1.112: anthocyanidin reductase [(2S)-flavan-3-ol-forming] EC 1.3.1.113: (4-alkanoyl-5-oxo-2,5-dihydrofuran-3-yl)methyl phosphate reductase EC 1.3.1.114: 3-dehydro-bile acid Δ4,6-reductase EC 1.3.1.115: 3-oxocholoyl-CoA 4-desaturase EC 1.3.1.116: 7β-hydroxy-3-oxochol-24-oyl-CoA 4-desaturase EC 1.3.1.117: hydroxycinnamoyl-CoA reductase EC 1.3.1.118: meromycolic acid enoyl-[acyl-carrier-protein] reductase EC 1.3.1.119: chlorobenzene dihydrodiol dehydrogenase EC 1.3.1.120: cyclohexane-1-carbonyl-CoA reductase NADP+) EC 1.3.1.121: 4-amino-4-deoxyprephenate dehydrogenase EC 1.3.1.122: (S)-8-oxocitronellyl enol synthase EC 1.3.1.123: 8-oxogeranial reductase EC 1.3.1.124: 2,4-dienoyl-CoA reductase [(3E)-enoyl-CoA-producing]
Swelling around the tumor Difficulty in moving the extremity that has the tumor, including a limp. Soreness localized to the area of the tumor or in the extremity. Neurological symptoms. Pain or discomfort: numbness, burning, or "pins and needles". Dizziness and/or loss of balance.
Sources: en.wikipedia.org
Karl Fischer titration is a common method, using coulometric or volumetric detection. Thermogravimetric analysis can also measure weight loss on heating. Results depend on sample handling because the dried solid can absorb moisture quickly.
The porous cake readily absorbs water vapor from air, which can reduce stability or cause collapse. Vials are sealed with stoppers and crimp seals, sometimes under vacuum or inert gas. Packaging also protects against oxygen and mechanical damage.
Collapse occurs when the product temperature rises above its collapse threshold during primary drying. The ice matrix loses structure, and the cake may shrink or melt back. Formulation excipients and freezing rate influence collapse threshold.
Karl Fischer titration is widely used because it is specific for water and works at low levels. Loss on drying is simpler but less specific, since volatile solvents or decomposition products can also be lost.