The term other specific types of diabetes refers to a heterogeneous group of conditions in which hyperglycemia does not arise from the typical mechanism of type 1 diabetes mellitus or the classic mechanism of type 2 diabetes mellitus, but is the identifiable consequence of a definable genetic, pancreatic, endocrine, pharmacologic, immunologic, or iatrogenic cause. This category has far greater clinical importance than its apparently residual nature might suggest, because it encompasses forms that are often underdiagnosed, frequently misclassified as type 1 or type 2 diabetes, and, above all, potentially managed more rationally once their etiology is recognized. This framework includes monogenic diabetes syndromes, diabetes secondary to diseases of the exocrine pancreas, cystic fibrosis-related diabetes, diabetes induced by medications or other substances, post-transplant diabetes, diabetes due to endocrinopathies, and rarer forms related to defects in insulin action, complex genetic syndromes, or particular immune mechanisms.
From a nosologic standpoint, this area should not be regarded as a mere repository for “atypical” cases, but as an independent chapter of modern diabetology. Recognition of the etiology changes clinical reasoning at every stage of care: it guides the history-based suspicion, defines second-line investigations, changes the interpretation of C-peptide, islet autoantibodies, glycated hemoglobin (HbA1c), and the oral glucose tolerance test (OGTT), enables appropriate use of genetic testing when indicated, requires a systematic search for the causal disease, and allows treatment, follow-up, and family counseling to be personalized. In many of these conditions, elevated blood glucose is merely the final biochemical manifestation of a broader disorder involving the pancreas, endocrine axes, immune system, organ transplantation, anticancer medications, or molecular defects in glucose homeostasis. Correct diagnosis therefore does not stop at confirming diabetes; it must establish why the diabetes developed and what biological and prognostic significance it has for the individual patient.
Epidemiologically, other specific types of diabetes account for a smaller proportion than the major phenotypes, but their clinical burden is considerably greater than their numerical frequency. Part of the problem stems from underestimation. International classifications have long recognized that diabetes is a heterogeneous syndrome and that a meaningful proportion of cases labeled as type 1 or type 2 diabetes actually belong to different etiologic categories. This particularly affects monogenic diabetes, which is frequently mistaken for type 1 diabetes in children or type 2 diabetes in young adults, and diabetes of the exocrine pancreas, which is often recorded as type 2 diabetes despite an entirely different clinical context.
The epidemiologic distribution varies considerably according to the category considered. Monogenic forms are rare in the overall population with diabetes, but become relevant in subgroups selected for early age at onset, an autosomal dominant family history, absence of autoimmunity, and persistence of endogenous insulin secretion. Neonatal diabetes represents a very small proportion of all diabetes cases, but has exceptional diagnostic importance because onset within the first six months of life strongly points to a monogenic cause. Pancreatogenic diabetes, particularly when associated with chronic pancreatitis, pancreatectomy, pancreatic neoplasms, or cystic fibrosis, is probably much more common than historically recognized and tends to emerge in gastroenterology, surgical, oncology, or nutritional settings rather than in traditional diabetes clinics.
A specific consideration applies to cystic fibrosis-related diabetes, the most common endocrine-metabolic comorbidity of cystic fibrosis, whose prevalence increases with age and eventually affects a substantial proportion of adults with the disease. Post-transplant diabetes is also becoming increasingly important because survival after solid-organ transplantation has improved and diabetogenic immunosuppressive medications are used for prolonged periods. Glucocorticoid-induced diabetes and diabetes induced by other medications are difficult to quantify consistently at the epidemiologic level because they depend on dose, duration of exposure, individual susceptibility, clinical context, and pre-existing beta-cell reserve. Immune checkpoint inhibitor-induced diabetes remains rare, but is highly relevant because it can develop abruptly, with severe insulin deficiency and diabetic ketoacidosis as its initial presentation.
The true epidemiologic importance of these conditions therefore lies not only in their absolute prevalence, but also in the consequences of misclassification. Incorrectly labeling a patient as having type 1 or type 2 diabetes often means missing the opportunity to identify a familial genetic defect, chronic pancreatic disease, a pancreatic tumor, a hormone-hypersecreting endocrinopathy, a reversible pharmacologic effect, or potentially irreversible immune-mediated toxicity. In other words, the clinical relevance of other specific types of diabetes is disproportionately high because every classification error leads to diagnostic, therapeutic, and prognostic errors.
Other specific types of diabetes share the same final metabolic outcome—chronic or recurrent hyperglycemia—but their underlying pathogenetic mechanisms differ profoundly. In some forms, the primary defect involves the pancreatic beta cell. This is the case in many monogenic syndromes, in which a pathogenic variant alters beta-cell development, glucose-signal transduction, ATP-sensitive potassium-channel function, insulin secretion, transcriptional maturation of the beta-cell program, or survival of the cell itself. In these cases, the central problem is not insulin resistance, but a qualitative or quantitative loss of the ability to secrete insulin in response to glucose.
In a second major group, the primary cause is a disease of the exocrine pancreas, which also affects the endocrine compartment through fibrosis, chronic inflammation, necrosis, surgical resection, neoplastic infiltration, microvascular abnormalities, and destruction of islet-acinar architecture. Diabetes in this setting results from a variable combination of reduced beta-cell mass, loss of alpha cells with impaired glucagon counterregulation, exocrine pancreatic insufficiency, maldigestion, an altered incretin effect, local inflammation, and malnutrition. This pathophysiology explains why pancreatogenic diabetes may be associated with marked glucose fluctuations, a greater risk of hypoglycemia, and a less predictable therapeutic response than type 2 diabetes.
The mechanism is different again in endocrinopathies. Excess counterregulatory hormones, such as cortisol, growth hormone, catecholamines, and glucagon, can increase hepatic glucose production, worsen insulin sensitivity, and impair beta-cell function. In hyperthyroidism, dysglycemia results from increased metabolic turnover and alterations in insulin secretion and action, whereas in primary hyperaldosteronism insulin resistance and, particularly in the presence of hypokalemia, reduced insulin secretion contribute. In these conditions, diabetes is secondary to a chronically anti-insulin endocrine environment. Consequently, control of the causal disease can substantially improve the glycemic profile, sometimes even leading to remission.
In drug-induced diabetes, pathogenesis depends on the medication class involved. Glucocorticoids enhance hepatic gluconeogenesis, peripheral insulin resistance, protein catabolism, and lipolysis, with a particularly marked effect on postprandial hyperglycemia. Calcineurin inhibitors, mammalian target of rapamycin (mTOR) inhibitors, certain antipsychotics, some antiretroviral agents, chemotherapeutic agents, and other medications may act by reducing insulin secretion, increasing insulin resistance, or both. In post-transplant diabetes, these mechanisms combine with surgical stress, inflammation, infections, genetic predisposition, and pre-existing metabolic risk.
Diabetes associated with immune checkpoint inhibitors is a distinct entity. Its dominant mechanism is not insulin resistance, but rapid immune-mediated destruction of beta cells promoted by pharmacologic release of immune-tolerance checkpoints. The pathophysiologic picture resembles fulminant insulin-deficient diabetes, often with very low or undetectable C-peptide from the outset and frequent presentation with diabetic ketoacidosis. In this setting, the pace of beta-cell injury often exceeds the classic autoimmune progression observed in conventional type 1 diabetes.
Still rarer forms result from defects in insulin action, insulin-receptor antibodies, multisystem genetic syndromes, infections, or mitochondrial abnormalities. In these cases as well, the pathophysiologic principle remains the same: diabetes should not be defined solely by elevated blood glucose, but by the point in the homeostatic network at which the primary lesion occurs. Correct etiologic classification is therefore a reconstruction of the dominant pathogenetic mechanism that has disrupted glucose homeostasis.
Clinically, other specific types of diabetes do not have a single phenotype. The cardinal symptoms of hyperglycemia remain those shared by all types of diabetes—polyuria, polydipsia, weight loss, fatigue, recurrent infections, visual deterioration, and, in more severe cases, dehydration and ketosis. What distinguishes these forms, however, is the clinical context in which such symptoms arise. More than in other forms of diabetes, the medical history becomes the decisive means of identifying the true nature of the disease.
In monogenic diabetes, family history is often the first clue. Several affected generations, onset at a young age, absence of marked obesity, no immediate need for insulin, or, conversely, onset within the first months of life may emerge. Some forms are associated with extrapancreatic phenotypes such as sensorineural hearing loss, renal abnormalities, liver disease, developmental defects, urogenital malformations, or neurologic disorders, suggesting specific genetic syndromes. Neonatal diabetes may present with severe hyperglycemia, poor growth, dehydration, and sometimes developmental delay, whereas some forms of maturity-onset diabetes of the young (MODY) begin with mild, stable hyperglycemia that is often detected incidentally.
In pancreatogenic diabetes and cystic fibrosis-related diabetes, the clinical picture is strongly influenced by the underlying disease. Chronic pancreatitis is accompanied by abdominal pain, steatorrhea, exocrine pancreatic insufficiency, weight loss, nutritional deficiencies, or a history of pancreatic surgery. Cystic fibrosis is associated with chronic respiratory disease, pancreatic insufficiency, malabsorption, growth impairment, or deterioration of nutritional status. In these patients, worsening glucose metabolism may initially produce few symptoms and manifest more as weight loss, declining lung function, poorer clinical recovery during infections, and deterioration of anabolic status than as the classic symptoms of polyuria and polydipsia.
In diabetes due to endocrinopathies, the history and physical examination are dominated by signs of hormonal excess. Acromegaly may present with acral enlargement, characteristic facial features, headache, arthralgia, and obstructive sleep apnea. Cushing syndrome may present with truncal adiposity, skin fragility, hypertension, proximal myopathy, and easy bruising. Pheochromocytoma may cause adrenergic crises, headache, palpitations, and hypertension. Glucagonoma may cause weight loss, necrolytic migratory erythema, anemia, and diarrhea. In these cases, hyperglycemia must be interpreted as part of a broader endocrine syndrome rather than as an isolated disease.
In drug-induced diabetes, the chronology of onset is essential. Hyperglycemia may develop after the initiation of systemic glucocorticoids, after intensification of immunosuppression, during anticancer therapy, after transplantation, or in association with other diabetogenic agents. Immune checkpoint inhibitor-induced diabetes deserves particular attention because it may begin abruptly in a patient with cancer who had no meaningful signs of glycemic decompensation only days earlier. In such cases, nausea, vomiting, abdominal pain, polydipsia, and deterioration of general condition may be the initial manifestations of diabetic ketoacidosis.
The physical examination therefore seeks not only complications of diabetes, but also clinical markers of its cause. Nutritional status, adipose-tissue distribution, signs of malabsorption, abdominal surgical scars, endocrine stigmata, neurologic signs, hearing loss, skin abnormalities, or dysmorphic features can radically alter interpretation of the case. In other specific types of diabetes, clinical assessment serves not merely to establish that the patient has diabetes, but above all to identify which type of diabetes the patient actually has.
Clinical suspicion arises when the presentation cannot be convincingly explained by the classic model of type 1 or type 2 diabetes. Confirming hyperglycemia is therefore not enough. It is necessary to determine whether age at onset, family history, body phenotype, time course, residual insulin secretion, presence or absence of autoantibodies, associated comorbidities, and therapeutic context are consistent with the initial classification. This is particularly important when the patient is very young, the course is atypical, or the response to treatment does not follow the expected pattern.
A monogenic form should be considered in the presence of diabetes diagnosed before six months of age, persistent mild hyperglycemia since childhood, a vertical family history spanning several generations, preserved endogenous insulin secretion years after diagnosis, absence of beta-cell autoantibodies, an unusually low insulin requirement, absence of ketosis despite a long history of hyperglycemia, or extrapancreatic signs compatible with a genetic syndrome. Apparently “type 2” diabetes in a lean, young person without marked insulin resistance should also prompt reconsideration of the diagnosis.
Diabetes of the exocrine pancreas should be suspected when the patient has chronic pancreatitis, a history of severe acute pancreatitis, pancreatic resection, pancreatic neoplasia, hemochromatosis, exocrine pancreatic insufficiency, pancreatic calcifications, steatorrhea, or unexplained weight loss. Hyperglycemia in a patient with a newly diagnosed pancreatic tumor or chronic pancreatic disease should not automatically be interpreted as coincidental type 2 diabetes. In many cases, diabetes is an integral part of the pancreatic disorder.
Cystic fibrosis-related diabetes should be considered in a patient with cystic fibrosis who develops weight loss, respiratory deterioration, reduced clinical performance, or abnormalities of glucose metabolism on the OGTT, even in the absence of classic symptoms. Diabetes due to an endocrinopathy should be considered when hyperglycemia is associated with signs of hypercortisolism, growth-hormone excess, hypercatecholaminism, or other hormone-hypersecreting endocrine syndromes. Suspicion of drug-induced diabetes, by contrast, arises from its temporal relationship with glucocorticoids, immunosuppressants, antipsychotics, cancer therapy, or other diabetogenic treatments.
Immune checkpoint inhibitor-induced diabetes warrants separate consideration. It should be suspected in any patient receiving anticancer treatment with anti-programmed cell death protein 1 (anti-PD-1), anti-programmed death ligand 1 (anti-PD-L1), or anti-cytotoxic T-lymphocyte-associated antigen 4 (anti-CTLA-4) who develops sudden hyperglycemia, ketonemia, or ketoacidosis, especially when accompanied by a rapid fall in C-peptide. Diagnostic delay can be dangerous because onset may be fulminant.
In summary, suspicion should arise whenever the diabetologist, internist, pediatrician, gastroenterologist, endocrinologist, transplant nephrologist, or oncologist perceives a clinical discordance between the diagnostic label assigned to the patient and the actual biology of the case. In other specific types of diabetes, this discordance is often the most important warning sign not to overlook.
The diagnostic workup should proceed on two logically distinct but inseparable levels. The first establishes the presence of diabetes or impaired glucose regulation using validated tools: fasting plasma glucose, random plasma glucose in the presence of symptoms, HbA1c, and the OGTT when indicated. The second level, which is the true core of this category, identifies the specific cause of diabetes. In other specific types of diabetes, stopping at the first level leaves the diagnosis incomplete.
According to international standards, biochemical confirmation of diabetes is based on the same general diagnostic criteria used for the major forms, but test selection and interpretation must be adapted to the context. In cystic fibrosis, for example, the OGTT remains the reference screening test, whereas HbA1c alone is not sufficiently sensitive for screening. In glucocorticoid-induced diabetes, hyperglycemia may be predominantly postprandial and escape detection by a simple fasting sample. In post-transplant diabetes, the diagnosis should not be made in the immediate perioperative period, when stress hyperglycemia is common, but should be confirmed under more stable clinical conditions. In immune checkpoint inhibitor-induced diabetes, by contrast, the problem is often the opposite: the priority is not a gradual diagnostic pathway, but rapid recognition of severe insulin deficiency.
Once hyperglycemia has been demonstrated, etiologic investigations should be guided by the clinical suspicion. Measurement of C-peptide helps estimate beta-cell reserve, although its interpretation varies with time from diagnosis and metabolic context. Autoantibodies against glutamic acid decarboxylase (anti-GAD), islet antigen 2 (anti-IA-2), zinc transporter 8 (anti-ZnT8), and insulin, when appropriate, help distinguish autoimmune from nonautoimmune forms. Absence of autoantibodies, especially when combined with preserved insulin secretion and a strong family history, strengthens the suspicion of monogenic diabetes. In that setting, genetic testing should be targeted, phenotype-driven, and supported by appropriate counseling, because its purpose is not merely to confirm a diagnostic curiosity, but to produce a concrete change in management for the patient and family.
When a pancreatogenic form is suspected, the workup includes a pancreatic history, assessment for exocrine pancreatic insufficiency, pancreatic imaging, and nutritional evaluation. When an endocrinopathy is suspected, the standard diagnostic pathway for the causal disease is followed, documenting hormonal hypersecretion with specific tests. After transplantation, the assessment must integrate pre-transplant history, immunosuppressive exposure, function of the transplanted organ, concurrent infections, and the overall metabolic profile. In a patient with cancer receiving checkpoint inhibitors, glucose, ketones, acid-base status, C-peptide, and autoantibodies are crucial, while recognizing that negative autoantibodies do not exclude the diagnosis.
According to guidelines and consensus documents, an etiologic diagnosis of another specific type of diabetes requires demonstration of a plausible clinical and biological link between hyperglycemia and a defined cause, while excluding or downgrading the most likely competing explanations. In practice, the diagnosis becomes established when diabetes is incorporated into a coherent picture of a documented genetic, pancreatic, endocrine, pharmacologic, or iatrogenic disorder. The most frequent differential diagnoses are autoimmune type 1 diabetes and type 2 diabetes. Features that help distinguish them include age at onset, phenotype, rate of progression, presence of autoantibodies, degree of insulin resistance, the course of C-peptide, family history, and, above all, the weight of the causal clinical context.
Modern classification includes several subgroups, some well established and others rarer. The most clinically useful approach is to organize them according to the dominant mechanism rather than solely by classificatory tradition. This enables the clinician to link each group immediately to a specific diagnostic and therapeutic pathway.
This classification is not intended to multiply labels, but to prevent conceptual errors. Cystic fibrosis-related diabetes, for example, belongs to the group of diseases of the exocrine pancreas but, because of its clinical relevance, is often treated as a separate subcategory. Glucocorticoid-induced diabetes is formally drug-induced diabetes, but its pathophysiology and glycemic chronobiology are so characteristic that it warrants a specific chapter. Immune checkpoint inhibitor-induced diabetes is also drug-induced, but its immune-mediated mechanism and severity make it clinically distinct. A useful classification therefore preserves nosologic coherence without sacrificing practical precision.
Treatment of other specific types of diabetes cannot be standardized into a single algorithm, because appropriate therapy depends on the causal mechanism. This is probably the most important consequence of correct classification. In monogenic forms, for example, recognition of the genetic defect can radically transform treatment. Some ATP-sensitive potassium-channel variants respond to high-dose sulfonylureas and, in many cases, allow a switch from insulin to oral therapy. Some forms of MODY require minimal treatment or even follow-up alone, whereas others require secretagogues or insulin according to the gene involved and progression of the beta-cell defect.
In pancreatogenic diabetes, treatment must account for loss of endocrine mass, possible glucagon deficiency, maldigestion, and nutritional status. Insulin is often necessary, but management is not mechanically identical to that of type 1 diabetes because the patient may have irregular intake, malabsorption, exocrine pancreatic insufficiency, and greater susceptibility to hypoglycemia. Correction of exocrine pancreatic insufficiency with pancreatic enzymes, nutritional optimization, and treatment of the underlying pancreatic disease are as much a part of therapy as glycemic control.
In cystic fibrosis-related diabetes, insulin therapy is the cornerstone of treatment because it improves not only blood glucose but also anabolic status, weight, and, to some extent, overall clinical outcomes. The traditional caloric restrictions used in common forms of diabetes cannot automatically be applied to these patients, whose nutritional objective often remains to meet high energy requirements and preserve respiratory function. Except in specific or research settings, noninsulin medications do not have the same central role as insulin.
In diabetes due to endocrinopathies, the most rational therapy is control of the causal disease. Treating acromegaly, Cushing syndrome, or pheochromocytoma reduces the counterregulatory burden sustaining hyperglycemia. During this phase, glycemic control may require metformin, other glucose-lowering medications, or insulin, but their use must be integrated into the overall endocrine treatment plan. In glucocorticoid-induced diabetes, therapeutic choice depends on the dose and timing of corticosteroid administration, the predominant glycemic profile, and the expected duration of treatment. Therapy often needs to be tailored to the hours of the day most affected by the hyperglycemic effect.
In post-transplant diabetes, management requires a balance among glycemic control, protection of the transplanted organ, infection risk, renal function, and immunosuppressive adverse effects. The immunosuppressive regimen can be modified only when this is compatible with transplant safety. In immune checkpoint inhibitor-induced diabetes, the onset of severe insulin deficiency generally requires permanent insulin therapy, close monitoring, and the ability to recognize and treat diabetic ketoacidosis. Reversibility is uncommon because beta-cell injury is often substantially permanent by the time of clinical diagnosis.
In all these forms, correct treatment does not mean “treating blood glucose” in the abstract, but constructing a strategy that integrates pathophysiology, the causal disease, hypoglycemia risk, nutritional status, comorbidities, and the patient’s goals. Therapeutic appropriateness therefore depends more on etiologic precision than on the numerical glucose value alone.
Follow-up of other specific types of diabetes must be differentiated according to etiologic category. All patients require standard monitoring of glycemic control and microvascular and macrovascular complications when disease duration and risk profile make this appropriate, but a second level of surveillance directed at the causal disease must be added. In other words, follow-up can never be limited to glycemic indices.
In monogenic forms, follow-up includes periodic reassessment of insulin secretion, verification of the specific therapeutic response, investigation of extrapancreatic manifestations associated with the gene involved, and, when indicated, genetic counseling with diagnostic extension to family members. This point is essential: in many families, diagnosis in a proband makes it possible to correctly reclassify relatives previously considered to have type 1 or type 2 diabetes. The value of genetic testing is therefore both individual and familial.
In diabetes of the exocrine pancreas, follow-up should include nutritional status, exocrine pancreatic function, digestive symptoms, body weight, vitamin status, and the course of the underlying pancreatic disease. In the presence of pancreatic cancer or a high oncologic risk, the significance of deteriorating glycemic control should be reassessed carefully over time. In cystic fibrosis-related diabetes, glucose monitoring is intertwined with respiratory function, growth, weight, infectious exacerbations, enteral feeding, and treatment changes specific to cystic fibrosis.
In diabetes due to endocrinopathies, follow-up should determine whether correction of the endocrine disease reduces the need for glucose-lowering treatment or allows remission of hyperglycemia. In glucocorticoid-induced diabetes and other drug-induced forms, monitoring often needs to be adapted to variability in therapeutic exposure. After transplantation, follow-up integrates blood glucose, transplanted-organ function, infectious events, cardiovascular risk, and adjustment of immunosuppression. In immune checkpoint inhibitor-induced diabetes, careful follow-up is also required for other immune-mediated endocrine events, such as thyroid disorders and adrenal insufficiency, which may coexist.
When appropriate, monitoring may include capillary self-monitoring of blood glucose, continuous glucose monitoring (CGM), or flash glucose monitoring (FGM), especially in patients receiving insulin, with marked variability, at risk of hypoglycemia, or with glycemic patterns that are difficult to capture through fasting glucose alone. Here too, however, technology is a precision tool only when embedded in a precision diagnosis.
The prognosis of other specific types of diabetes is extremely variable and depends on three main factors: the etiologic mechanism, the timeliness of correct diagnosis, and the course of the underlying disease. In some monogenic forms, the metabolic prognosis may be relatively favorable, with good long-term control and complication rates comparable to or lower than those of other forms of diabetes, provided that correct classification enables targeted therapy. In others, especially when the diagnosis is missed for years, chronic exposure to hyperglycemia may accumulate and lead to the classic complications of diabetes.
In diabetes of the exocrine pancreas and cystic fibrosis-related diabetes, prognosis depends not only on blood glucose, but also on nutritional status, progression of pancreatic or respiratory disease, chronic inflammation, and the risk of intercurrent events. In post-transplant diabetes, prognosis is intertwined with graft survival, cardiovascular risk, infections, and overall mortality. In diabetes due to endocrinopathies, control of the tumor or hormonal hypersecretion can substantially change the metabolic course.
Immune checkpoint inhibitor-induced diabetes has a distinctive prognosis because metabolic control may stabilize with insulin therapy, but beta-cell deficiency tends to persist. The central prognostic issue is timely recognition, because acute onset and frequent ketoacidosis make this form potentially severe from the first clinical episode. In every category, diagnostic delay worsens prognosis for two reasons: it prolongs exposure to hyperglycemia and allows the causal disease to progress unchecked.
The overall clinical significance of these forms is therefore not that of minor variants of common diabetes. These are conditions in which prognosis is determined by the precision with which the clinician reconstructs the relationship between hyperglycemia and its underlying cause. Correct diagnosis is not an academic refinement, but the principal determinant of quality of care.
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