Introduction
Multiple myeloma (MM) is a plasma cell neoplasm defined by the aberrant proliferation of clonal plasma cells. Infections are a significant cause of morbidity and death in patients with MM [ 1 ]. The overload of the monoclonal component comprised of defective immunoglobulin, together with decreased levels of normal immunoglobulin classes and defective cellular and innate immunity, leads to an inadequate host immune response to pathogens [ 2 ]. Patient-related factors including age, frailty and comorbidities may increase the susceptibility to infections [ 3 , 4 ]. Furthermore, the current standard of anti-myeloma care includes drug combinations with significant hematological toxicity, such as neutropenia and lymphopenia. Patients treated with immunomodulatory drugs (IMiDs) and proteasome inhibitors (PIs) are at an increased risk of severe infections [ 5 , 6 ]. Although CD38-directed monoclonal antibodies diminish immunosuppressive regulatory T cells, they also impair natural killer (NK) cells and increase susceptibility to viral and bacterial infections including atypical infections [ 7 ]. B-cell maturation antigen (BCMA)-directed therapies deplete the B-cell compartment, eliminate mature plasma cells, and impair humoral response to pathogens [ 8 ]. Long-term use of steroids, as well as autologous stem cell transplantation (ASCT), are also associated with substantial immunosuppression [ 9 ].
Coronavirus disease 2019 (COVID-19) pandemic had a substantial impact on the management of patients with MM [ 10 , 11 ], as they are at increased risk for severe COVID-19 and adverse outcomes [ 12 ]. Although treatment administration is no longer modified and vaccination is widely used, patients with MM present a substantial risk for breakthrough infections [ 13 ].
Currently, the dominant SARS-CoV-2 variants are more transmissible than previous strains but produce usually mild or asymptomatic COVID-19 in otherwise healthy, vaccinated individuals. At the same time, restrictions, related to SARS-CoV-2 preventive measures, have been lifted in the western countries. As we enter the post pandemic era and SARS-CoV-2 becomes endemic, the European Myeloma Network (EMN) aimed to provide updated directions for the management of patients with MM and COVID-19 (Table 1 ). Table 1 Consensus statements on the management of patients with MM and COVID-19 in the post-pandemic era. MM and COVID-19 • MM patients present an increased risk for severe COVID-19 infection, breakthrough infections, and poor COVID-19 outcomes including hospitalization and death, even in the era of novel SARS-CoV-2 mutants that produce milder COVID-19. • Main clinical risk factors for severe outcomes are older age, male sex, uncontrolled disease, multiple comorbidities, race/ethnicity, severe/critical COVID-19, ICU admission and low response to vaccination. • Specific anti-myeloma therapy, such as anti-CD38 antibodies and BCMA targeted therapy, increases the risk for severe COVID-19. • Overall, management of myeloma patients with COVID-19 has been improved since the outburst of the pandemic, resulting in lower morbidity and mortality. MM and COVID-19 vaccination • Booster vaccines for SARS-CoV-2 should be administered to all patients with MM. • Variant-specific booster vaccines, such as the bivalent vaccine for the ancestral Wuhan strain and the Omicron BA.4/5 strains, are important for COVID-19 protection, as novel strains emerge and become dominant in the community. • Boosters should be administered 6–12 months after the last vaccine shot or documented COVID-19 infection (hybrid immunity). A 6–12 month interval between each booster dose is reasonable. It is unknown if boosters with the same vaccine are effective against the new virus strains. • If possible, vaccination should be performed before the initiation of B-cell depleting therapies (CD38- or BCMA-targeting treatments). Booster shots seem to overcome the negative effect of anti-CD38 monoclonal antibodies, but not of anti-BCMA treatments, on humoral responses. • Apart from active treatment with B-cell depleting therapies, risk factors for poor response to vaccination include older age, lymphopenia, immunoparesis and uncontrolled relapsed/refractory disease. • Autologous stem cell transplantation does not seem to exert a negative effect on immune response following vaccination, especially if the vaccine is administered at least 3 months post-transplant. • Evaluation of the immune response after vaccination may identify a particularly vulnerable subset of patients who may need additional boosters, prophylactic therapies and prevention measures. However, kits for neutralizing antibodies measurement against the new mutants are not commercially available. • Household members and healthcare professionals caring for patients with MM should be vaccinated according to the guidelines for the general population. Pre-exposure prophylaxis for COVID-19 • The combination of monoclonal antibodies tixagevimab/cilgavimab (Evusheld ® ) is no more active against the widely prevalent Omicron subvariants BQ.1, BQ.1.1, BA.4.6. and XBB.1.5. Evidence is therefore lacking that Evusheld can effectively protect vulnerable adults against the current and anticipated variants over the next 6 months of SARS-COV-2 and is therefore not recommended for prophylaxis. • Immunoglobulin should be considered in patients with multiple episodes of recurrent/persistent infections and IgG levels less than 400 mg/ml. • Patients with MM are important to follow prevention measures during SARS-CoV-2 outbreaks including mask wearing and avoiding crowded places. Treatment of patients with MM and COVID-19 • Oral antivirals nirmatrelvir/ritonavir (Paxlovid) or molnupiravir (Lagevrio) can be offered to all MM outpatients with mild to moderate COVID-19 regardless vaccination or disease status, as soon as possible after the positive test for SARS-CoV-2 and within 5 days of COVID-19-related symptom onset. Careful consideration of drug interactions is essential. Nirmatrelvir/ritonavir is preferred over molnupiravir. • Remdesivir can be administered intravenously both in the outpatient and the inpatient setting. For patients who cannot receive nirmatrelvir/ritonavir, the use of remdesivir is recommended. • Oral antivirals and remdesivir remain effective against Omicron subvariants BA.2.12.1, BA.4, BA.5, BQ.1.1, XBB and XBB.1.5. • High-titer convalescent plasma may improve patient outcomes; however, it is extremely difficult to have convalescent plasma against the novel mutants and, thus, its value is debatable in the post-pandemic era. • Myeloma treatment should be interrupted and re-initiated upon symptom resolution. MM multiple myeloma, COVID-19 coronavirus disease 2019.
Table 1
Consensus statements on the management of patients with MM and COVID-19 in the post-pandemic era.
MM multiple myeloma, COVID-19 coronavirus disease 2019.
| MM and COVID-19 |
| • MM patients present an increased risk for severe COVID-19 infection, breakthrough infections, and poor COVID-19 outcomes including hospitalization and death, even in the era of novel SARS-CoV-2 mutants that produce milder COVID-19. |
| • Main clinical risk factors for severe outcomes are older age, male sex, uncontrolled disease, multiple comorbidities, race/ethnicity, severe/critical COVID-19, ICU admission and low response to vaccination. |
| • Specific anti-myeloma therapy, such as anti-CD38 antibodies and BCMA targeted therapy, increases the risk for severe COVID-19. |
| • Overall, management of myeloma patients with COVID-19 has been improved since the outburst of the pandemic, resulting in lower morbidity and mortality. |
| MM and COVID-19 vaccination |
| • Booster vaccines for SARS-CoV-2 should be administered to all patients with MM. |
| • Variant-specific booster vaccines, such as the bivalent vaccine for the ancestral Wuhan strain and the Omicron BA.4/5 strains, are important for COVID-19 protection, as novel strains emerge and become dominant in the community. |
| • Boosters should be administered 6–12 months after the last vaccine shot or documented COVID-19 infection (hybrid immunity). A 6–12 month interval between each booster dose is reasonable. It is unknown if boosters with the same vaccine are effective against the new virus strains. |
| • If possible, vaccination should be performed before the initiation of B-cell depleting therapies (CD38- or BCMA-targeting treatments). Booster shots seem to overcome the negative effect of anti-CD38 monoclonal antibodies, but not of anti-BCMA treatments, on humoral responses. |
| • Apart from active treatment with B-cell depleting therapies, risk factors for poor response to vaccination include older age, lymphopenia, immunoparesis and uncontrolled relapsed/refractory disease. |
| • Autologous stem cell transplantation does not seem to exert a negative effect on immune response following vaccination, especially if the vaccine is administered at least 3 months post-transplant. |
| • Evaluation of the immune response after vaccination may identify a particularly vulnerable subset of patients who may need additional boosters, prophylactic therapies and prevention measures. However, kits for neutralizing antibodies measurement against the new mutants are not commercially available. |
| • Household members and healthcare professionals caring for patients with MM should be vaccinated according to the guidelines for the general population. |
| Pre-exposure prophylaxis for COVID-19 |
| • The combination of monoclonal antibodies tixagevimab/cilgavimab (Evusheld ® ) is no more active against the widely prevalent Omicron subvariants BQ.1, BQ.1.1, BA.4.6. and XBB.1.5. Evidence is therefore lacking that Evusheld can effectively protect vulnerable adults against the current and anticipated variants over the next 6 months of SARS-COV-2 and is therefore not recommended for prophylaxis. |
| • Immunoglobulin should be considered in patients with multiple episodes of recurrent/persistent infections and IgG levels less than 400 mg/ml. |
| • Patients with MM are important to follow prevention measures during SARS-CoV-2 outbreaks including mask wearing and avoiding crowded places. |
| Treatment of patients with MM and COVID-19 |
| • Oral antivirals nirmatrelvir/ritonavir (Paxlovid) or molnupiravir (Lagevrio) can be offered to all MM outpatients with mild to moderate COVID-19 regardless vaccination or disease status, as soon as possible after the positive test for SARS-CoV-2 and within 5 days of COVID-19-related symptom onset. Careful consideration of drug interactions is essential. Nirmatrelvir/ritonavir is preferred over molnupiravir. |
| • Remdesivir can be administered intravenously both in the outpatient and the inpatient setting. For patients who cannot receive nirmatrelvir/ritonavir, the use of remdesivir is recommended. |
| • Oral antivirals and remdesivir remain effective against Omicron subvariants BA.2.12.1, BA.4, BA.5, BQ.1.1, XBB and XBB.1.5. |
| • High-titer convalescent plasma may improve patient outcomes; however, it is extremely difficult to have convalescent plasma against the novel mutants and, thus, its value is debatable in the post-pandemic era. |
| • Myeloma treatment should be interrupted and re-initiated upon symptom resolution. |
Methodology
In October 2022, a panel of experts of the EMN convened to develop updated consensus on the management of COVID-19 in MM patients. After a comprehensive review of the literature (PubMed, MM meetings and EMN consortia) from January 2020 to March 2023, a preliminary draft of the manuscript was distributed to all members of the group, who were invited to comment on the proposed manuscript draft and make suggestions. After the first manuscript proposal, further rounds of reviews and amendments, a final paper version was produced and approved by all authors.
COVID-19 in MM patients; prognostic factors and role of SARS-CoV-2 variants
Since 2019, SARS-CoV-2 infection appeared as a clinically heterogeneous disorder, ranging from a completely asymptomatic phase to mild or moderate respiratory symptoms, up to severe pneumonia, respiratory distress syndrome, multiorgan failure and death [ 14 , 15 ]. Extra-pulmonary manifestations and various types of long-term complications were also subsequently recognized [ 16 – 19 ]. Patients with MM or other hematology malignancies (HM) are at high risk for severe COVID-19, compared to the general (healthy and non-cancer) population [ 20 , 21 ] and possibly also to other cancer patients [ 22 – 24 ]. They may develop acute respiratory distress syndrome (ARDS) and thrombotic complications that can induce high in-hospital mortality [ 25 ]. This is due to MM patients’ advanced age, co-existing medical conditions, as well as to humoral and cellular immunity compromised by the disease itself and by concomitant, often prolonged-applied targeted and immunosuppressive therapies, including steroids, monoclonal antibodies [ 26 , 27 ], ASCT [ 28 ], and novel cellular therapies [ 29 , 30 ]. Furthermore, MM patients often show low/suboptimal rates (in terms of percentage of responders and magnitude of response) of both humoral and functional T-cell immune responses to anti-SARS-CoV-2 vaccines [ 31 – 34 ]; this further contributes to an increased risk of severe COVID-19, need of hospitalization and higher mortality rates [ 35 ]. Notably, an appropriate use of one [ 36 – 40 ] or two [ 41 , 42 ] “booster” doses may significantly improve vaccine performance, particularly among patients who failed to respond to the initial two doses with mRNA vaccines. However, several of these patients may still have vaccine failure due to severe immune impairment, particularly those who receive anti-BCMA treatments [ 39 , 41 ].
It has been recently reported that the expression of angiogenic factors and glutamine deficiency could link COVID-19 severity and MM in the pathogenesis of thrombotic and other cardiovascular complications [ 43 ]. Furthermore, a longer time to respiratory deterioration after SARS-CoV-2 infection, compared to non-hematological subjects, also predicts mortality in MM patients, which suggests that prolonged clinical monitoring may be needed [ 44 ]. Finally, whilst SARS-CoV-2 infection may exacerbate the development of acute kidney injury and neurological complications in MM patients, the occurrence of secondary infections has also been associated with poor COVID-19 outcome [ 45 ].
Several papers have addressed the outcome of COVID-19 in MM patients, during the first waves of pandemic, sustained by SARS-CoV-2 ancestral Wuhan strain (WA1), alpha (B.1.1.7) and delta (B.1.617.2) variants (all currently considered “de-escalated” variants) in the pre-vaccination era, before December 2020 (Table 2 ) [ 11 , 12 , 21 , 46 – 52 ]. Table 2 Summary of selected studies reporting COVID-19-related outcomes in patients with MM in the pre-vaccination era. Study Number of patients [study design] Region/Time period Outcomes Prognostic factors [ 46 ] 58 MM [R] Mount Sinai Hospital (New Yok City) / March 1, 2020 to April 30, 2020 36 hospitalized Hospitalization: older age (>70 years), male sex, cardiovascular risk, and patients not in complete or stringent remission; Mortality among hospitalized: elevated inflammatory response to SARS-CoV-2, severe hypogammaglobulinemia, non-White race [ 47 ] 100 MM [R] Five academic centres in New York City / Spring of 2020 75 hospitalized, 13 invasive mechanical ventilation, 22 died Intensive care unit (ICU) admission, mechanical ventilation, or death: race/ethnicity (Hispanics/Latinos or African American Blacks vs White), higher levels of inflammatory markers, cytokine activation [ 48 ] 21 MM [R] 10 cancer German centres / March to May 2020 Longer duration to clinical improvement and longer hospitalization time vs healthy No role of type of chemotherapy prior to COVID-19 diagnosis [ 49 ] 75 MM [P] UK / until May 2020 72 admitted for clinical care, 41 died COVID-19-related mortality: higher median age, greater level of comorbidity, Afro-Caribbean compared to Caucasian origin and newly diagnosed patients. [ 21 ] 106 PCD [R] 66 Italian hospitals / February and May, 2020 39 died Poor outcomes: MM/plasmacytomas, older age, progressive underlying disease, severe or critical COVID-19 [ 50 ] 650 PCD [R] International Myeloma Society / until June 2020 Thirty-three percent of hospitalized patients died, with significant geographic variability, ranging from 27% to 57% within ten different countries Adverse outcomes: older age, high-risk MM, renal disease, suboptimal MM control [ 51 ] 134 MM [P] 69 cancer hospitals UK Coronavirus Cancer Monitoring Project / March to August, 2020 Mortality rate 49.3% Mortality for MM OR, 1.53; 95% CI, 1.04–2.26, ( p < 0.03) [ 11 ] 167 MM [R] Spanish Myeloma Collaborative Group / March to April, 2020 Moderate/severe COVID-19: 89%; Mortality: 34% Mortality: males, older than 65, active/progressive MM, renal disease [ 12 ] 684 MM [R] EPICOVIDEHA international registry / March to December 2020 Mortality rate = 33%, Decreased between the first (March–May 2020) and the second wave (October–December 2020) Mortality: disease type, age, active malignancy, chronic cardiac disease, liver disease, renal impairment, smoking history, severe and critical SARS-COV-2 infection, ICU stay, low lymphocyte count MM multiple myeloma, PCD plasma cell dyscrasias, R retrospective, P prospective.
Table 2
Summary of selected studies reporting COVID-19-related outcomes in patients with MM in the pre-vaccination era.
MM multiple myeloma, PCD plasma cell dyscrasias, R retrospective, P prospective.
| Study | Number of patients [study design] | Region/Time period | Outcomes | Prognostic factors |
| [ 46 ] | 58 MM [R] | Mount Sinai Hospital (New Yok City) / March 1, 2020 to April 30, 2020 | 36 hospitalized | Hospitalization: older age (>70 years), male sex, cardiovascular risk, and patients not in complete or stringent remission; Mortality among hospitalized: elevated inflammatory response to SARS-CoV-2, severe hypogammaglobulinemia, non-White race |
| [ 47 ] | 100 MM [R] | Five academic centres in New York City / Spring of 2020 | 75 hospitalized, 13 invasive mechanical ventilation, 22 died | Intensive care unit (ICU) admission, mechanical ventilation, or death: race/ethnicity (Hispanics/Latinos or African American Blacks vs White), higher levels of inflammatory markers, cytokine activation |
| [ 48 ] | 21 MM [R] | 10 cancer German centres / March to May 2020 | Longer duration to clinical improvement and longer hospitalization time vs healthy | No role of type of chemotherapy prior to COVID-19 diagnosis |
| [ 49 ] | 75 MM [P] | UK / until May 2020 | 72 admitted for clinical care, 41 died | COVID-19-related mortality: higher median age, greater level of comorbidity, Afro-Caribbean compared to Caucasian origin and newly diagnosed patients. |
| [ 21 ] | 106 PCD [R] | 66 Italian hospitals / February and May, 2020 | 39 died | Poor outcomes: MM/plasmacytomas, older age, progressive underlying disease, severe or critical COVID-19 |
| [ 50 ] | 650 PCD [R] | International Myeloma Society / until June 2020 | Thirty-three percent of hospitalized patients died, with significant geographic variability, ranging from 27% to 57% within ten different countries | Adverse outcomes: older age, high-risk MM, renal disease, suboptimal MM control |
| [ 51 ] | 134 MM [P] | 69 cancer hospitals UK Coronavirus Cancer Monitoring Project / March to August, 2020 | Mortality rate 49.3% | Mortality for MM OR, 1.53; 95% CI, 1.04–2.26, ( p < 0.03) |
| [ 11 ] | 167 MM [R] | Spanish Myeloma Collaborative Group / March to April, 2020 | Moderate/severe COVID-19: 89%; Mortality: 34% | Mortality: males, older than 65, active/progressive MM, renal disease |
| [ 12 ] | 684 MM [R] | EPICOVIDEHA international registry / March to December 2020 | Mortality rate = 33%, Decreased between the first (March–May 2020) and the second wave (October–December 2020) | Mortality: disease type, age, active malignancy, chronic cardiac disease, liver disease, renal impairment, smoking history, severe and critical SARS-COV-2 infection, ICU stay, low lymphocyte count |
Looking specifically at the data collected after the start of vaccination (grossly from December 2020), Ho et al. [ 4 ] reviewed the medical records of 174 MM patients with COVID-19 infection seen at Mayo Clinic between December 2019, and August 2021. The infection rate in this cohort was relatively low (2% among 9225 patients with MM or AL-amyloidosis), but one-fourth of the COVID-19 infections were severe. Nineteen (10%) patients required ICU admission and 5 (3%) patients needed mechanical ventilation. The mortality rate among hospitalized patients with COVID-19 was 22% (16/72 patients). On multivariate analysis, treatment with CD38 antibody within 6 months of COVID-19 infection, and cardiac or pulmonary comorbidities were independent predictors for ICU admission. Cardiac comorbidity [RR 2.6 (95% CI: 1.1, 6.5), p = 0.038] was an independent predictor of mortality, whereas unsurprisingly, achieving MM-remission was associated with lower mortality [RR 0.4 (95% CI: 0.2–0.8); p = 0.008].
On 26 November 2021, the WHO declared the Omicron variant (B.1.1.529) of SARS-CoV-2, as a new variant of concern (VOC), while since January 2022, BA.2.12.1, BA.4, BA.5, BQ.1.1, and XBB.1 Omicron VOC new sub-variants, all exhibiting higher transmissibility than the BA.2, have become largely prevalent. In addition, the BQ.1.1 and XBB.1 variants are now dominant in Europe and the US. The newly emerged Omicron variants of SARS-CoV-2 harbor multiple novel spike protein mutations that raise concerns about clinical outcome of COVID-19 in MM patients infected by these variants, vaccine efficiency and antiviral efficacy of the available therapeutic monoclonal antibodies. In fact, a recent publication shows the lowest vaccine-elicited neutralisation activity against BA.2.75.2, BQ.1.1, and XBB.1 [ 53 ].
The EPICOVIDEHA registry recently updated the outcome of 1221 MM patients with COVID-19 collected between February, 2020 and August, 2022 [ 54 ]. At the time of analysis, 414 patients (34%) were vaccinated with one or more doses (mainly with three). Of note, 446 patients (36.5%) were managed as outpatients during SARS-CoV-2 infection, while 775 patients (63.5%) were hospitalized. Over 10%, namely 13.8% ( n = 169) of patients were admitted to an ICU and 63.3% of them required invasive mechanical ventilation. In 346 (28.3%) patients, specific treatments were reported, including various combinations of antivirals, monoclonal antibodies, corticosteroids and convalescent plasma. With a median follow-up of 52 days for the entire cohort and 83.5 days for survivors, 303 patients died (total mortality rate: 25%). The reported primary reason for death was COVID-19 or a combination of MM and COVID-19 in approximately 90% of patients. OS was significantly higher in vaccinated patients with both stable and active MM versus not vaccinated ones ( p = 0.002 and p = 0.003, respectively). At multivariate analysis, age, renal failure, active disease, hospital stay and ICU admission were independently associated with poor survival. Notably, a time-dependent analysis revealed that mortality rates progressively and significantly declined throughout the different pandemic waves, from 34% (first wave) to 10.2% (last wave), likely reflecting, along with the already demonstrated usefulness of other general measures, the efficacy of extensive vaccination policies even against new emerging variants of concern, such as BA.2, BA.4, BA.5, B.Q.1.1, and XBB.1.
Another study from the EPICOVIDEHA registry was the first report on clinical data in a large cohort of exclusively Omicron-infected HM patients [ 55 ]. In total, 593 HM patients (including 97 MM) infected with documented Omicron VOC starting from June 2021 were analyzed. Overall mortality among hospitalized patients, was 16.5% (51/309), 95.4% of whom was classified as attributable to or contributable by Omicron. Risk factors associated with mortality in hospitalized patients were older age (HR 1.05 [95% CI] 1.02–1.07, p < 0.001]) and active malignancy (HR 2.5 [95% CI 1.3–4.8, p = 0.007]). Progression to critical infection occurred in 53 (17.0%) of hospitalized patients. A risk factor for progression to critical COVID-19 was pre-existent chronic pulmonary disease (OR 3.2 [95% CI 1.4–7.3, p = 0.005]). Baseline lymphocytes of ≥500 cells/mm 3 (OR 0.4 [95% CI 0.18–0.90, p = 0.027]) and three doses of vaccine were protective (OR 0.29 [95% CI 0.13–0.64, p = 0.003]). Mortality among patients with critical infection was 39.2% (20/53).
The update of EPICOVIDEHA registry showed that the mortality rate in patients with Omicron variants was 7.9%, comparable to other variants, with a significantly lower 30-day mortality rate than in the pre-vaccine era (31%). In the multivariable model, older age, active disease, severe COVID-19, and 2–3 comorbidities were correlated with a higher mortality, whereas monoclonal antibody administration against SARS-CoV-2, alone or combined with antivirals, was protective [ 54 – 56 ].
COVID-19 vaccine effectiveness in patients with MM
The most important strategy to fight COVID-19 is vaccination. The authorized vaccines employ a variety of platforms including mRNA, viral vectors, proteins/peptides, and inactivated viruses. Despite that robust clinical data with direct comparisons among the available vaccines are not available, preclinical results indicate that antibody responses to mRNA vaccines and the Novavax protein subunit vaccine are greater than those to viral-vectored and inactivated virus vaccines [ 57 ]. mRNA-based vaccines against SARS-CoV-2 are currently the mainstay of COVID-19 vaccination strategies in Europe and in the USA including booster vaccinations, preferably with the adapted bivalent vaccines [ 58 ].
Vaccine effectiveness in the real-world depends on several factors including demographic and host characteristics (age, comorbidities, previous COVID-19 infection, herd immunity), immune factors (humoral and T-cell response to vaccination, immune compromise, immunological disease), viral characteristics (antigenic shift, transmissibility, new variants) and factors related to vaccine access including vaccine type, number of doses and time interval between doses, vaccine availability [ 56 ]. In patients with MM, reduced vaccine response is caused by myeloma- and treatment-related immune deregulation, but it is further impacted by advanced age and comorbidities [ 31 , 59 ]. Although novel SARS-CoV-2 variants are more transmissible than previous strains and they may compromise vaccine effectiveness, booster vaccination is effective against symptomatic infection from the Omicron variants. However, vaccine effectiveness wanes over time [ 60 ].
An emerging question, after the application of large vaccination campaigns and the appearance of novel virus mutants, is the incidence and the clinical outcome of breakthrough SARS-CoV-2 infection in vaccinated patients. In this setting, the National COVID Cohort Collaborative program provided real-world evidence on risks and outcomes of breakthrough SARS-CoV-2 infections in vaccinated patients with cancer [ 13 ]. A total of 1460 breakthrough cases within cancer patients partially or fully vaccinated with mRNA COVID-19 vaccines and no prior SARS-CoV-2 infection were recorded between December 2020 and May 2021. Solid tumors and HM had significantly higher risks for breakthrough infection (ORs = 1.12, 95% CI, 1.01 to 1.23 and 4.64, 95% CI, 3.98 to 5.38) and severe outcomes (ORs = 1.33, 95% CI, 1.09 to 1.62 and 1.45, 95% CI, 1.08 to 1.95) compared with non-cancer patients, adjusting for age, gender, race/ethnicity, smoking status, vaccine type, and vaccination date. In comparison with solid tumors, HM were at increased risk for breakthrough infections. Non-surprisingly, breakthrough risk was reduced after the second vaccine dose for all cancers (OR = 0.04; 95% CI, 0.04 to 0.05), and for Moderna’s mRNA-1273 compared with Pfizer’s BNT162b2 vaccine (OR = 0.66; 95% CI, 0.62 to 0.70), particularly in patients with MM (OR = 0.35; 95% CI, 0.15 to 0.72). Medications with major immunosuppressive effects and stem cell transplantation were strongly associated with increased breakthrough risk among the vaccinated population.
Literature data have shown that patients with MM are more likely to have breakthrough infections (13–15%) compared to non-cancer patients (~4%), and that these infections are linked to an increased risk of hospitalization along with significant morbidity and mortality [ 61 – 63 ]. Overall, older patients and those with common and significant comorbidities, as well as patients who received chemotherapy or targeted therapies, were more vulnerable to breakthrough infection [ 64 ].
The results of a recent cross-sectional study, including 3555 patients with cancer and 225,272 individuals without cancer, showed that the humoral response following COVID-19 vaccination may enable the identification of vulnerable patients. Patients with suboptimal levels of anti-spike SARS-CoV-2 antibodies had an increased risk for breakthrough COVID-19 infections and hospitalization due to COVID-19 [ 65 ]. Taking into consideration that studies addressing the clinical effectiveness of COVID-19 vaccines in patients with MM are rather limited, we may infer protection against COVID-19 by evaluating the kinetics of humoral response following vaccination [ 66 , 67 ]. We should also consider that the presence of anti-SARS-CoV-2 spike receptor-binding domain (RBD) antibodies does not always correlate with the presence of neutralizing antibodies against SARS-CoV-2. Up to one third of vaccinated MM patients with two doses of mRNA-based vaccines, who have detectable anti-spike RBD antibodies, do not present neutralizing activity against SARS-CoV-2 [ 68 ]. Neutralizing antibody levels predict immunological protection against symptomatic SARS-CoV-2 infection [ 69 , 70 ].
Several studies have evaluated the immune response following the prime complete COVID-19 vaccination in patients with MM [ 68 , 71 – 110 ]. Three large meta-analyses have summarized the findings of these studies [ 32 , 33 , 111 ]. Gagelmann et al included data on 1564 patients from 13 studies and showed a pooled antibody response of 76% (95% CI: 67–83%) with significant heterogeneity (I² = 91%) [ 33 ]. The results were consistent with the meta-analysis by Ito et al, who performed a subgroup analysis on 15 studies with data on MM and found a pooled seropositivity rate of 78% (95% CI: 69%-86%) with significant heterogeneity (I² = 92%) [ 111 ]. Expectedly, patients with smoldering MM (SMM; 5 studies), similarly as presumed for MGUS patients, showed a high pooled seroconversion rate of 94% (95% CI: 76–100%; I² = 87%), which was not statistically different from healthy individuals (random effects RR 0.96, 95% CI: 0.75–1.24) [ 111 ]. Active treatment with CD38-targeting drugs was associated with inferior humoral responses compared to other therapeutic combinations (random effects RR 0.86, 95% CI: 0.76–0.96) [ 111 ]. Overall, the neutralizing antibody response rate was 62.7% (range 53.3–68.6%) after two doses of mRNA SARS-CoV-2 vaccines. Patients who did not receive any treatment at the time of vaccination were more likely to seroconvert with a pooled odds ratio (OR) of 2.42 (95% CI: 1.10–5.33, low heterogeneity I 2 = 7%). Patients on active treatment with anti-CD38 monoclonal antibodies had inferior humoral responses (pooled OR 0.42, 95% CI: 0.22–0.79, I 2 = 14%) against the Wuhan strain but also against the Alpha and Delta SARS-CoV-2 variants [ 68 , 90 ]. Patients who were vaccinated more than 30 days from the last anti-CD38 drug infusion seem to have enhanced humoral responses [ 94 ]. A longer time interval of 3 months from the last treatment dose to vaccination may further enhance seroconversion rates [ 112 ]. Patients with high-risk cytogenetics were also less likely to respond to vaccination (pooled OR of two studies 0.36, 95% CI: 0.18–0.69, I 2 = 0%) [ 32 ].
Studies have also reported that older age, lymphopenia and active treatment with BCMA-targeting agents are associated with low rates of antibody response following prime two-dose COVID-19 vaccination [ 71 , 72 , 74 , 76 – 78 , 81 , 86 , 88 , 89 , 94 , 96 ]. Recent ASCT does not seem to impair humoral responses to COVID-19 vaccination, thus most SCT-center recommend re-boosters post ASCT [ 84 , 100 , 107 , 108 ]. Furthermore, mRNA1273 seems to induce greater neutralizing antibody responses compared with BNT162b2 in patients with MM [ 68 ].
Humoral immunity against SARS-CoV-2 declines over time and, thus, booster vaccination with mRNA-based vaccines has been implemented at 6 months following the completion of the prime vaccination. Terpos et al showed that booster vaccination significantly improves neutralizing antibody response against the Wuhan strain of SARS-CoV-2 with a median neutralization activity of 96.7% (interquartile range 52.6–97.8%) in a prospective study on 167 patients with symptomatic MM [ 39 ]. Importantly, almost half of the non-responders after the initial vaccination did respond following the booster vaccine shot. Of course, responders to complete vaccination were more likely to mount robust antibody responses to booster vaccination. A third vaccine shot may also overcome the negative effect of anti-CD38 treatment, but not that of anti-BCMA agents [ 39 ]. Furthermore, a booster shot with mRNA-1273 may induce more robust antibody responses compared with the BNT162b2 booster [ 36 ].
Aleman et al. evaluated the immune response to booster vaccination in 261 patients with MM [ 113 ]. The booster vaccine shot (BNT162b2 or mRNA-1273) significantly increased the anti-spike RBD antibodies, including patients with antibody levels below the positivity threshold before the administration of the third dose, which is in line with other studies [ 36 – 38 , 113 – 118 ]. Enssle et al. evaluated the neutralizing activity against SARS-CoV-2 variants in 100 patients with MM; the booster shot led to sufficient neutralization titers against Delta and Omicron in 64% and 29% of the patients, respectively [ 118 ]. Azeem et al. also reported that the third vaccine shot increased the neutralizing antibodies against Omicron in only one third of 187 patients with MM [ 119 ]. Breakthrough COVID-19 infections post booster were documented in 24 patients (13%), who also had lower neutralization titers against Omicron subvariants compared with the others [ 119 ].
Patients with relapsed/refractory disease (RRMM) may show attenuated neutralizing responses against Omicron even after the third vaccine shot, in comparison to newly-diagnosed patients who show an increase in neutralizing titers against both the Wuhan strain and variants of concern (Omicron, Delta, Gamma, Beta, Alpha) [ 120 ]. Active treatment, especially with B-cell depleting drugs, at the time of booster vaccination seems to have an adverse impact on the neutralizing activity against immunologically divergent SARS-CoV-2 variants, such as the Omicron BA.4/5 [ 121 ]. The levels of anti-spike antibodies have been correlated with neutralization capacity against Omicron; however, particularly higher levels were necessary to reach the neutralization threshold against Omicron as compared with Delta and Wuhan [ 113 , 118 , 121 ].
Furthermore, Ntanasis-Stathopoulos et al. evaluated the neutralizing humoral response against the ancestral strain of SARS-CoV-2 after the second booster vaccination (fourth vaccine dose against the initial Wuhan strain) in 201 patients with MM [ 41 ]. The fourth dose was administered 6 months after the third vaccine and restored the neutralizing activity against the Wuhan strain to the levels achieved after the first booster (median 96%). Although treatment with anti-CD38 did not impair humoral responses post second booster, anti-BCMA targeted therapy, with belantamab mafodotin, remained a negative predictive factor for antibody response [ 41 ]. Faustini et al. confirmed that multiple booster vaccine doses can provide effective protection from COVID-19, even with intensive anti-CD38 therapy for high-risk MM [ 122 ].
In addition, patients with MM present defective cellular responses to COVID-19 vaccination. Studies have shown that the initial two-dose vaccination scheme results in reduced levels of SARS-CoV-2-specific CD4 + T-cells, but not CD8 + T-cells, compared with healthy individuals [ 123 ]. A pooled analysis of three studies has shown that, on average, the rate of positive functional T-lymphocyte response was 44.2% (34.2–48.5%) after two doses of mRNA-based SARS-CoV-2 vaccines [ 32 ]. Following booster vaccination, patients with MM show remarkable CD4 + T cell-mediated cytokine responses against the Wuhan, Delta and Omicron strains [ 113 , 118 – 120 ]. Spike-specific CD8 + T-cell responses to booster vaccination are more variable and may depend on the immune status of each patient [ 120 ]. Type of treatment at the time of vaccination seems to exert an important effect on cellular responses. Patients receiving anti-CD38 monoclonal antibodies or anti-BCMA bispecific T-cell engagers showed inferior CD4 +T-cell responses against SARS-CoV-2 compared with other therapeutic agents [ 99 , 124 ]. Interestingly, a subset of patients on anti-CD38 directed treatments may present a delayed antibody response, which has been correlated with low counts of regulatory T-cells [ 125 ]. T-cell responses against SARS-CoV-2 variants of concern may be important to attenuate the disease severity in breakthrough infections [ 126 ]. Another point to consider is that spike-specific T-cell responses may become evident even in seronegative patients following vaccination [ 97 , 119 , 127 ], which underlines the importance of booster vaccination for supporting cellular immunity in these patients.
Moreover, recent studies have suggested that hybrid immunity, following recovery from earlier Omicron SARS-CoV-2 subvariants and vaccination, may be more protective against infection from novel subvariants compared to vaccination-only immunity [ 128 ]. The breadth of immune response against SARS-CoV-2 variants is also wider following infection than after vaccination [ 129 ]. Studies have shown mixed results regarding the serological response following COVID-19 in patients with plasma cell dyscrasias [ 130 , 131 ]. Interestingly, SARS-CoV-2 infection may induce superior humoral responses compared to the initial two-dose vaccination scheme in patients with MM on active treatment [ 132 ]. Patients who had been infected with SARS-CoV-2 prior to COVID-19 immunization showed more robust antibody responses than COVID-19-naive patients [ 71 ]. Recovery from COVID-19 before the booster dose was also associated with enhanced humoral responses [ 118 ]. Therefore, hybrid immunity is important in patients with MM and those who have recovered from COVID-19 should follow the recommendations for booster vaccinations [ 133 ].
Last but not least, seasonal influenza has returned to the foreground and may lead to severe respiratory disease, especially in immunocompromised patients including those with MM. Tandem high-dose influenza vaccination separated by 30 days leads to higher serologic hemagglutinin inhibition titer responses and more durable influenza-specific immunity in patients with plasma cell dyscrasias compared to single-dose standard-of-care vaccination [ 134 ]. Therefore, two doses of flu vaccines separated by one month are recommended for patients with MM. Simultaneous administration of COVID-19 and influenza vaccines is feasible [ 9 ].
Pre- and post-exposure prophylaxis for COVID-19
Vaccination and everyday preventive measures against SARS-CoV-2 are the cornerstones of preventing COVID-19. Pre-exposure prophylaxis with monoclonal antibodies targeting SARS-CoV-2 has been found effective especially in the pre-Omicron era [ 135 ].
The emergence and dominance of new SARS-CoV-2 Omicron subvariants such as XBB and XBB.1.5 raises severe concerns on the neutralizing ability of tixagevimab/cilgavimab against these subvariants [ 136 ]. Due to lack of activity against the new omicron variants, the monoclonal antibodies tixagevimab/cilgavimab, sotrovimab and bebtelovimab are no longer authorized for clinical use by the FDA and EMA.
Immunoglobulin administration, either as IVIG or as subcutaneous IG, is not a SARS-CoV-2-specific treatment. It could be considered in patients with multiple episodes of recurrent/persistent infections and low IgG levels less than 400 mg/ml [ 9 ].
Treatment of patients with MM and COVID-19
The administration of oral antivirals including nirmatrelvir/ritonavir (Paxlovid) and molnupiravir (Lagevrio) in outpatients with COVID-19 and high risk for severe disease has improved patient outcomes in terms of hospitalization and death at 1 month [ 137 , 138 ]. They should be administered as soon as possible after the positive SARS-CoV-2 test and within 5 days post symptoms onset.
However, a recent analysis of the PANORAMIC trial in the UK showed that the addition of molnupiravir in the standard care of patients with COVID-19 during the first 5 days did not improve patient outcomes in terms of hospitalization and death due to COVID-19, although a statistical non-significant tendency for shorter time to recovery was noted in the molnupiravir exposed group. More than 90% of the patients had received at least three vaccine shots and all of them had increased risk of severe outcomes [ 139 ]. A recent study showed that the risk of viral rebound after receiving oral antivirals is small and it is not associated with excess mortality [ 140 ]. In vitro studies have shown that nirmatrelvir/ritonavir and molnupiravir remain effective against Omicron subvariants BA.2.12.1, BA.4, and BA.5, while nirmatrelvir/ritonavir is also effective against XBB and XBB.1.5 [ 141 , 142 ].
A prospective study evaluated the efficacy and safety of oral antivirals in 169 patients with MM and COVID-19 [ 143 ]. All patients had received three doses of mRNA-based vaccines and were diagnosed with COVID-19 during the initial Omicron waves (first half of 2022). A total of 139 patients was treated with ritonavir-nirmatrelvir, while the remaining 30 patients were treated with molnupiravir. In total, 149 patients (88.2%) had a mild infection, 15 (8.9%) had moderate infection, and five (3%) had severe COVID-19. No differences in the severity of COVID-19-related outcomes were observed between the two antivirals. Patients with severe disease had lower neutralizing antibody levels before the COVID-19 infection compared to patients with mild disease ( p = 0.04). Regarding treatment, it was observed that patients receiving belantamab mafodotin had a higher risk of severe COVID-19 ( p < 0.001) [ 143 ]. Similar results have been reported in a case series of 15 patients with MM and COVID-19 who received antivirals [ 144 ].
However, it is known that almost 15% of patients cannot receive ritonavir-nirmatrelvir due to their concomitant medication. In this case, remdesivir is recommended; it is administered either in the outpatient setting for 3 consecutive days starting within 7 days of symptoms onset or in the inpatient setting for 5 consecutive days [ 145 , 146 ]. Preclinical data have shown that remdesivir remains effective against Omicron subvariants, including XBB and XBB.1.5 [ 141 ]. However, Remdesivir usage is limited in patients with severe chronic kidney failure.
COVID-19 convalescent plasma with high titers of anti-SARS-CoV-2 antibodies is authorized for the treatment of COVID-19 in patients with immunosuppressive disease such as MM or those receiving immunosuppressive treatment in inpatient or outpatient settings [ 147 , 148 ]. Patient selection and time of convalescent plasma administration are important factors to consider [ 149 ]. However, there are no studies for the use of convalescent plasma in MM patients, especially in the era of Omicron subvariants, and thus the use of convalescent plasma is not recommended for use in MM patients.
Taking into consideration that most symptomatic COVID-19 infections last for less than 10 days, MM therapy may be postponed for 7 to 10 days from COVID-19 diagnosis, similar to the management of other infections [ 3 ]. Severe and complicated COVID-19 cases may necessitate longer treatment interruptions, prolonged hospitalization and intensive care [ 150 ].
Conclusions
MM patients are at high risk of severe COVID-19 and related mortality in the post-pandemic era; this risk is reduced compared to the initial Wuhan and Delta strains. According to different studies, risk factors for poor survival after COVID-19 in MM include older age, male sex, uncontrolled/active and/or high-risk disease, multiple comorbidities (mainly cardio-vascular, pulmonary and renal), inflammatory response, race/ethnicity, severe/critical COVID-19, ICU stay, lymphocyte count, vaccination status and recent systemic anticancer therapies (especially targeting BCMA). At least some of these parameters seem to have reduced their importance after the start of vaccination era (i.e. racial or ethnic disparities).
The rapid appearance of new and more diffusive viral mutants has maintained the incidence of COVID-19, although its poor clinical outcome appears to be mitigated. However, there are specific MM populations (i.e. those who receive anti-BCMA therapies) who remain minutely responsive to vaccines and at risk of severe and potentially life-threatening breakthrough infections. These data confirm the possible immune-escape of at least some Omicron variants and thus support calls for rapid approval of second-generation vaccines adapted to both the initial strains, but also to novel SARS-CoV-2 dominant mutants.
Currently available recommendations and detailed decision-making algorithms for the management of patients with MM during COVID-19 pandemic remain based on consensus and are lesser “evidence based”, although important information have been implemented during the last three years (Table 1 ). Therefore, advocacy to include immune-compromised people in pivotal vaccine trials, in prospective cohort studies, and an effort to systematically test strategies to boost vaccine response will help to protect patients with HM (including MM) against COVID-19 and future outbreaks.
On the other hand, preventive measure must be strictly continued, even in the vaccination (and post-vaccination) phases, to maintain virus mitigation strategies in MM patients. MM patients should be vaccinated with an updated booster, preferably mRNA-based, omicron-adapted vaccines such as the Spikevax bivalent Original/Omicron BA.4–5 or the Comirnaty Original/Omicron BA.4–5, either in a treatment-free interval or when deep remission is achieved. Novel monoclonal antibodies targeting the novel SARS-CoV-2 variants for prophylactic use are highly anticipated by the MM community. In case of COVID-19 infection, MM patients should be offered oral antivirals or remdesivir, since they remain effective against Omicron subvariants.
New possibilities, such as the use of artificial neural networks (ANN) based on simple laboratory indices [ 151 ] are promising in order to generate useful models to predict the clinical outcome of COVID-19 and these methods could be applied to MM patients in the near future.
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Author contributions
ET, PM, ME, IN-S and HL reviewed the literature; ET, PM and HL drafted the first draft of the manuscript. All authors revised and approved the final version of the manuscript.
Data availability
No data to deposit in a repository; further data available upon request from the corresponding author.
Competing interests
Evangelos Terpos declares honoraria for advisory boards or lectures from Amgen, Astra/Zeneca, Bristol Myers Squibb, Eusa Pharma, GSK, Integris Pharma, Janssen, Pfizer, Sanofi and Takeda; research support (to institution) from Amgen, GSK, Janssen, Sanofi and Takeda; travel grants from Amgen, Eusa Pharma and Takeda. Pellegrino Musto declares honoraria for advisory boards or lectures from Celgene, Janssen-Cilag, Takeda, Amgen, BMS, Sanofi, Abbvie, Pfizer, Seattle Genetics and research support from Amgen, Sanofi. FG has received honoraria from Amgen, Celgene, Janssen, Takeda, Bristol Myers Squibb, AbbVie, and GlaxoSmithKline; has served on the advisory boards for Amgen, Celgene, Janssen, Takeda, Bristol Myers Squibb, AbbVie, GlaxoSmithKline, Roche, Adaptive Biotechnologies, Oncopeptides, bluebird bio, and Pfizer. NWCJD has received research support from Janssen Pharmaceuticals, AMGEN, Celgene, Novartis, Cellectis and BMS, and serves in advisory boards for Janssen Pharmaceuticals, AMGEN, Celgene, BMS, Takeda, Roche, Novartis, and Adaptive, all paid to institution. FS has received Grants from Celgene, Janssen, Oncopeptides, Sanofi, GSK, Targovax, Honoraria from Amgen, BMS, Takeda, Abbvie, Janssen, Novartis, SkyliteDX, Oncopeptides, Sanofi, Pfizer, Daiki-Sankyo, GSK, and Honoraria from participation in advisory boards for Abbvie, GSK, Celgene, Takeda, Janssen, Oncopeptides, Sanofi, BMS. CC declares Advisory board e/o speaker for Abbvie, AMGEN, Astellas, Beigene, BMS, Glycomimetics, GSK, Immunogen, Janssen, Jazz, Karyopharm, Menarini, Oncopeptides, Pfizer, Sanofi, Servier, Stemline, Takeda. Roman Hajek has had a consultant or advisory relationship with Janssen, Amgen, Celgene, AbbVie, BMS, Novartis, PharmaMar, and Takeda; has received honoraria from Janssen, Amgen, Celgene, BMS, PharmaMar, and Takeda; has received research funding from Janssen, Amgen, Celgene, BMS, Novartis, and Takeda. PM declares honoraria and advisory boards from janssen, celgene, takeda, amgen, abbvie, Sanofi. Hermann Einsele declares Consulting or Advisory Role for BMS/Celgene, Janssen, Amgen, Takeda, Sanofi, GSK, Novartis, Research Funding from BMS/Celgene, Janssen, Amgen, GSK, Sanofi, Honoraria from BMS/Celgene, Janssen, Amgen, Takeda, Sanofi, GSK, Novartis, and Travel Support from BMS/Celgene, Janssen, Amgen, Takeda, Novartis, Sanofi. JS-M declares advisory boards and consulting services, on behalf of my Institution, for Abbvie, Amgen, BMS, Celgene, GSK, Haemalogix, Janssen-Cilag, Karyopharm, MSD, Novartis, Pfizer, Takeda, Regeneron, Roche, Sanofi, and SecuraBio. MB has received honoraria from Sanofi, Celgene, Amgen, Janssen, Novartis, Bristol Myers Squibb, and AbbVie; has served on the advisory boards for Janssen and GlaxoSmithKline; has received research funding from Sanofi, Celgene, Amgen, Janssen, Novartis, Bristol Myers Squibb, and Mundipharma. MAD declares honoraria from participation in Advisory Boards from Amgen, Takeda, BMS, Janssen, Beigene, Sanofi. PS declares research support from Amgen, BMS, Janssen, Sanofi, participation in Advisory Boards for Amgen, BMS, Janssen, Sanofi, Pfizer, Seagen, Karyopharm, Oncopeptides. HL declares research support from Amgen, Sanofi and honoraria for advisory boards/lectures from Celgene-BMS, Janssen-Cilag, Takeda, Amgen, Sanofi, Seattle Genetics, AbbVie, Pfizer, Oncopeptides. All other authors declare no conflicts of interest related to this paper.
References
1. Blimark C Holmberg E Mellqvist UH Landgren O Bjorkholm M Hultcrantz M Multiple myeloma and infections: a population-based study on 9253 multiple myeloma patients Haematologica 2015 100 107 13 10.3324/haematol.2014.107714 25344526 PMC4281323
2. Sorrig R Klausen TW Salomo M Vangsted A Gimsing P Risk factors for infections in newly diagnosed multiple myeloma patients: a Danish retrospective nationwide cohort study Eur J Haematol 2019 102 182 90 10.1111/ejh.13190 30485563
3. Raje NS Anaissie E Kumar SK Lonial S Martin T Gertz MA Consensus guidelines and recommendations for infection prevention in multiple myeloma: a report from the International Myeloma Working Group Lancet Haematol 2022 9 e143 61 10.1016/S2352-3026(21)00283-0 35114152
4. Ho M Zanwar S Buadi FK Ailawadhi S Larsen J Bergsagel L Risk factors for severe infection and mortality In patients with COVID-19 in patients with multiple myeloma and AL amyloidosis Am J Hematol 2023 98 49 55 10.1002/ajh.26762 36226510 PMC9874728
5. Chen M Zhao Y Xu C Wang X Zhang X Mao B Immunomodulatory drugs and the risk of serious infection in multiple myeloma: systematic review and meta-analysis of randomized and observational studies Ann Hematol 2018 97 925 44 10.1007/s00277-018-3284-y 29500711
6. Basler M Lauer C Beck U Groettrup M The proteasome inhibitor bortezomib enhances the susceptibility to viral infection J Immunol 2009 183 6145 50 10.4049/jimmunol.0901596 19841190
7. Nahi H Chrobok M Gran C Lund J Gruber A Gahrton G Infectious complications and NK cell depletion following daratumumab treatment of Multiple Myeloma PLoS One 2019 14 e0211927 10.1371/journal.pone.0211927 30759167 PMC6374018
8. Zhou D, Wang Y, Cheng H, Zhu L, Chen W, Li H, et al. Factors associated with infection events after chimeric antigen receptor T-cell therapy for relapsed or refractory multiple myeloma. J Infect Chemother. 2023;29:179–85. 10.1016/j.jiac.2022.10.012 36368473
9. Ludwig H Boccadoro M Moreau P San-Miguel J Cavo M Pawlyn C Recommendations for vaccination in multiple myeloma: a consensus of the European Myeloma Network Leukemia 2021 35 31 44 10.1038/s41375-020-01016-0 32814840 PMC7787974
10. Terpos E Engelhardt M Cook G Gay F Mateos MV Ntanasis-Stathopoulos I Management of patients with multiple myeloma in the era of COVID-19 pandemic: a consensus paper from the European Myeloma Network (EMN) Leukemia 2020 34 2000 11 10.1038/s41375-020-0876-z 32444866 PMC7244257
11. Martinez-Lopez J Hernandez-Ibarburu G Alonso R Sanchez-Pina JM Zamanillo I Lopez-Munoz N Impact of COVID-19 in patients with multiple myeloma based on a global data network Blood Cancer J 2021 11 198 10.1038/s41408-021-00588-z 34893583 PMC8661359
12. Pagano L Salmanton-Garcia J Marchesi F Busca A Corradini P Hoenigl M COVID-19 infection in adult patients with hematological malignancies: a European Hematology Association Survey (EPICOVIDEHA) J Hematol Oncol 2021 14 168 10.1186/s13045-021-01177-0 34649563 PMC8515781
13. Song Q Bates B Shao YR Hsu FC Liu F Madhira V Risk and outcome of breakthrough COVID-19 infections in vaccinated patients with cancer: real-world evidence from the national COVID cohort collaborative J Clin Oncol 2022 40 1414 27 10.1200/JCO.21.02419 35286152 PMC9061155
14. Guan WJ Ni ZY Hu Y Liang WH Ou CQ He JX Clinical characteristics of coronavirus disease 2019 in China N. Engl J Med 2020 382 1708 20 10.1056/NEJMoa2002032 32109013 PMC7092819
15. Huang C Wang Y Li X Ren L Zhao J Hu Y Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China Lancet 2020 395 497 506 10.1016/S0140-6736(20)30183-5 31986264 PMC7159299
16. Yousif E Premraj S A review of long COVID with a special focus on its cardiovascular manifestations Cureus 2022 14 e31933 36582565 10.7759/cureus.31933 PMC9793803
17. Patel UK Mehta N Patel A Patel N Ortiz JF Khurana M Long-term neurological sequelae among severe COVID-19 patients: a systematic review and meta-analysis Cureus 2022 14 e29694 36321004 10.7759/cureus.29694 PMC9616013
18. Korompoki E Gavriatopoulou M Hicklen RS Ntanasis-Stathopoulos I Kastritis E Fotiou D Epidemiology and organ specific sequelae of post-acute COVID19: a narrative review J Infect 2021 83 1 16 10.1016/j.jinf.2021.05.004 33992686 PMC8118709
19. Korompoki E Gavriatopoulou M Fotiou D Ntanasis-Stathopoulos I Dimopoulos MA Terpos E Late-onset hematological complications post COVID-19: an emerging medical problem for the hematologist Am J Hematol 2022 97 119 28 10.1002/ajh.26384 34687462 PMC8646944
20. Vijenthira A Gong IY Fox TA Booth S Cook G Fattizzo B Outcomes of patients with hematologic malignancies and COVID-19: a systematic review and meta-analysis of 3377 patients Blood 2020 136 2881 92 10.1182/blood.2020008824 33113551 PMC7746126
21. Passamonti F Cattaneo C Arcaini L Bruna R Cavo M Merli F Clinical characteristics and risk factors associated with COVID-19 severity in patients with haematological malignancies in Italy: a retrospective, multicentre, cohort study Lancet Haematol 2020 7 e737 45 10.1016/S2352-3026(20)30251-9 32798473 PMC7426107
22. Kuderer NM Choueiri TK Shah DP Shyr Y Rubinstein SM Rivera DR Clinical impact of COVID-19 on patients with cancer (CCC19): a cohort study Lancet 2020 395 1907 18 10.1016/S0140-6736(20)31187-9 32473681 PMC7255743
23. Lee LYW Cazier JB Starkey T Briggs SEW Arnold R Bisht V COVID-19 prevalence and mortality in patients with cancer and the effect of primary tumour subtype and patient demographics: a prospective cohort study Lancet Oncol 2020 21 1309 16 10.1016/S1470-2045(20)30442-3 32853557 PMC7444972
24. Dai M Liu D Liu M Zhou F Li G Chen Z Patients with cancer appear more vulnerable to SARS-CoV-2: a multicenter study during the COVID-19 outbreak Cancer Disco 2020 10 783 91 10.1158/2159-8290.CD-20-0422 PMC7309152 32345594
25. Fernandez-Cruz A Puyuelo A Nunez Martin-Buitrago L Sanchez-Chica E Diaz-Pedroche C Ayala R Higher mortality of hospitalized haematologic patients with COVID-19 compared to non-haematologic is driven by thrombotic complications and development of ARDS: an age-matched cohorts study Clin Infect Pr 2022 13 100137 10.1016/j.clinpr.2022.100137 PMC8843327 35187467
26. Girmenia C Cavo M Corso A Di Raimondo F Musto P Offidani M Management of infectious risk of daratumumab therapy in multiple myeloma: a consensus-based position paper from an ad hoc Italian expert panel Crit Rev Oncol Hematol 2022 172 103623 10.1016/j.critrevonc.2022.103623 35151867
27. Cipkar C Chen C Trudel S Antibodies and bispecifics for multiple myeloma: effective effector therapy Hematol Am Soc Hematol Educ Program 2022 2022 163 72 10.1182/hematology.2022000334 PMC9820318 36485135
28. Sharma A Bhatt NS St Martin A Abid MB Bloomquist J Chemaly RF Clinical characteristics and outcomes of COVID-19 in haematopoietic stem-cell transplantation recipients: an observational cohort study Lancet Haematol 2021 8 e185 93 10.1016/S2352-3026(20)30429-4 33482113 PMC7816949
29. Hansen DK Sidana S Peres LC Colin Leitzinger C Shune L Shrewsbury A Idecabtagene vicleucel for relapsed/refractory multiple myeloma: real-world experience from the myeloma CAR T consortium J Clin Oncol 2023 41 2087 97 10.1200/JCO.22.01365 36623248 PMC10082273
30. Rodriguez-Otero P San-Miguel JF Cellular therapy for multiple myeloma: what’s now and what’s next Hematol Am Soc Hematol Educ Program 2022 2022 180 9 10.1182/hematology.2022000396 PMC9820257 36485132
31. Ludwig H Sonneveld P Facon T San-Miguel J Avet-Loiseau H Mohty M COVID-19 vaccination in patients with multiple myeloma: a consensus of the European Myeloma Network Lancet Haematol 2021 8 e934 46 10.1016/S2352-3026(21)00278-7 34756169 PMC8553271
32. Chuleerarux N Manothummetha K Moonla C Sanguankeo A Kates OS Hirankarn N Immunogenicity of SARS-CoV-2 vaccines in patients with multiple myeloma: a systematic review and meta-analysis Blood Adv 2022 6 6198 207 10.1182/bloodadvances.2022008530 36538342 PMC9561400
33. Gagelmann N Passamonti F Wolschke C Massoud R Niederwieser C Adjalle R Antibody response after vaccination against SARS-CoV-2 in adults with hematological malignancies: a systematic review and meta-analysis Haematologica 2022 107 1840 9 10.3324/haematol.2021.280163 34911284 PMC9335098
34. Wang X, Sima L. Antibody response after vaccination against SARS-CoV-2 in adults with hematological malignancies: a systematic review and meta-analysis. J Infect. 2022;S0163-4453(22)00674-0. 10.1016/j.jinf.2022.11.013. 10.1016/j.jinf.2022.11.013 PMC9675635 36417984
35. Mittelman M Magen O Barda N Dagan N Oster HS Leader A Effectiveness of the BNT162b2mRNA COVID-19 vaccine in patients with hematological neoplasms in a nationwide mass vaccination setting Blood 2022 139 1439 51 10.1182/blood.2021013768 34662390 PMC8526123
36. Goldwater MS Stampfer SD Sean Regidor B Bujarski S Jew S Chen H Third dose of an mRNA COVID-19 vaccine for patients with multiple myeloma Clin Infect Pr 2023 17 100214 10.1016/j.clinpr.2022.100214 PMC9744558 36530752
37. Haggenburg S Hofsink Q Lissenberg-Witte BI Broers AEC van Doesum JA van Binnendijk RS Antibody response in immunocompromised patients with hematologic cancers who received a 3-dose mRNA-1273 vaccination schedule for COVID-19 JAMA Oncol 2022 8 1477 83 10.1001/jamaoncol.2022.3227 35951338 PMC9372904
38. Re D Seitz-Polski B Brglez V Carles M Graca D Benzaken S Humoral and cellular responses after a third dose of SARS-CoV-2 BNT162b2 vaccine in patients with lymphoid malignancies Nat Commun 2022 13 864 10.1038/s41467-022-28578-0 35165284 PMC8844396
39. Terpos E Gavriatopoulou M Ntanasis-Stathopoulos I Briasoulis A Gumeni S Malandrakis P Booster BNT162b2 optimizes SARS-CoV-2 humoral response in patients with myeloma: the negative effect of anti-BCMA therapy Blood 2022 139 1409 12 10.1182/blood.2021014989 34986251 PMC8736278
40. Attolico I Tarantini F Carluccio P Musto P Serological response following anti-SARS-CoV-2 vaccination in hematopoietic stem cell transplantation patients depends upon time from transplant, type of transplant and “booster” dose Haematologica 2022 107 1218 10.3324/haematol.2022.280619 35045696 PMC9052926
41. Ntanasis-Stathopoulos I Karalis V Gavriatopoulou M Malandrakis P Sklirou AD Eleutherakis-Papaiakovou E Second booster BNT162b2 restores SARS-CoV-2 humoral response in patients with multiple myeloma, excluding those under anti-BCMA therapy Hemasphere 2022 6 e764 10.1097/HS9.0000000000000764 35928542 PMC9345642
42. Salmanton-Garcia J Marchesi F Glenthoj A Bilgin YM van Praet J Davila-Valls J Improved clinical outcome of COVID-19 in hematologic malignancy patients receiving a fourth dose of anti-SARS-CoV-2 vaccine: an EPICOVIDEHA report Hemasphere 2022 6 e789 10.1097/HS9.0000000000000789 36310756 PMC9605793
43. Al-Kuraishy HM Al-Gareeb AI Mohammed AA Alexiou A Papadakis M Batiha GE The potential link between Covid-19 and multiple myeloma: a new saga Immun Inflamm Dis 2022 10 e701 10.1002/iid3.701 36444620 PMC9673426
44. Oliva A Curtolo A Volpicelli L Cancelli F Borrazzo C Cogliati Dezza F Clinical course of Coronavirus Disease-19 in patients with haematological malignancies is characterized by a longer time to respiratory deterioration compared to non-haematological ones: results from a case-control study Infection 2022 50 1373 82 10.1007/s15010-022-01869-w 35781785 PMC9251021
45. Zappasodi P Cattaneo C Valeria Ferretti V Mina R Jose Maria Ferreri A Merli F Secondary infections worsen the outcome of COVID-19 in patients with hematological malignancies: a report from the ITA-HEMA-COV Hematol Oncol 2022 40 846 56 10.1002/hon.3048 35854643 PMC9349965
46. Wang B Van Oekelen O Mouhieddine TH Del Valle DM Richter J Cho HJ A tertiary center experience of multiple myeloma patients with COVID-19: lessons learned and the path forward J Hematol Oncol 2020 13 94 10.1186/s13045-020-00934-x 32664919 PMC7359431
47. Hultcrantz M Richter J Rosenbaum CA Patel D Smith EL Korde N COVID-19 infections and clinical outcomes in patients with multiple myeloma in New York City: a cohort study from five academic centers Blood Cancer Disco 2020 1 234 43 10.1158/2643-3230.BCD-20-0102 PMC7668224 34651141
48. Engelhardt M Shoumariyeh K Rosner A Ihorst G Biavasco F Meckel K Clinical characteristics and outcome of multiple myeloma patients with concomitant COVID-19 at Comprehensive Cancer Centers in Germany Haematologica 2020 105 2872 8 10.3324/haematol.2020.262758 33256391 PMC7716370
49. Cook G John Ashcroft A Pratt G Popat R Ramasamy K Kaiser M Real-world assessment of the clinical impact of symptomatic infection with severe acute respiratory syndrome coronavirus (COVID-19 disease) in patients with multiple myeloma receiving systemic anti-cancer therapy Br J Haematol 2020 190 e83 6 10.1111/bjh.16874 32438482 PMC7280609
50. Chari A Samur MK Martinez-Lopez J Cook G Biran N Yong K Clinical features associated with COVID-19 outcome in multiple myeloma: first results from the International Myeloma Society data set Blood 2020 136 3033 40 10.1182/blood.2020008150 33367546 PMC7759145
51. Varnai C Palles C Arnold R Curley HM Purshouse K Cheng VWT Mortality among adults with cancer undergoing chemotherapy or immunotherapy and infected with COVID-19 JAMA Netw Open 2022 5 e220130 10.1001/jamanetworkopen.2022.0130 35188551 PMC8861846
52. Shoumariyeh K Biavasco F Ihorst G Rieg S Nieters A Kern WV Covid-19 in patients with hematological and solid cancers at a Comprehensive Cancer Center in Germany Cancer Med 2020 9 8412 22 10.1002/cam4.3460 32931637 PMC7666742
53. Zou J, Kurhade C, Patel S, Kitchin N, Tompkins K, Cutler M, et al. Neutralization of BA.4-BA.5, BA.4.6, BA.2.75.2, BQ.1.1, and XBB.1 with Bivalent Vaccine. N Engl J Med. N Engl J Med. 2023;388:854–7. 10.1056/NEJMc2214916 PMC9891359 36734885
54. Musto P, Salmanton-García J, Sgherza N, et al. Multiple myeloma and SARS-CoV-2 infection: an European Hematology Association survey (EPICOVIDHA) of 1,221 patients through the different phase of COVID-19 pandemic. Fourth European Myeloma Network Meeting, Amsterdam, April 20-22 2023, abs. n. 067.
55. Blennow O Salmanton-Garcia J Nowak P Itri F Van Doesum J Lopez-Garcia A Outcome of infection with omicron SARS-CoV-2 variant in patients with hematological malignancies: an EPICOVIDEHA survey report Am J Hematol 2022 97 E312 7 10.1002/ajh.26626 35702878 PMC9349555
56. Tregoning JS Flight KE Higham SL Wang Z Pierce BF Progress of the COVID-19 vaccine effort: viruses, vaccines and variants versus efficacy, effectiveness and escape Nat Rev Immunol 2021 21 626 36 10.1038/s41577-021-00592-1 34373623 PMC8351583
57. McDonald I Murray SM Reynolds CJ Altmann DM Boyton RJ Comparative systematic review and meta-analysis of reactogenicity, immunogenicity and efficacy of vaccines against SARS-CoV-2 NPJ Vaccines 2021 6 74 10.1038/s41541-021-00336-1 33986272 PMC8116645
58. Chavda VP Soni S Vora LK Soni S Khadela A Ajabiya J mRNA-based vaccines and therapeutics for COVID-19 and future pandemics Vaccines (Basel) 2022 10 2150 10.3390/vaccines10122150 36560560 PMC9785933
59. Gavriatopoulou M Ntanasis-Stathopoulos I Korompoki E Terpos E Dimopoulos MA SARS-CoV-2 vaccines in patients with multiple myeloma Hemasphere 2021 5 e547 10.1097/HS9.0000000000000547 33623886 PMC7892292
60. Pratama NR Wafa IA Budi DS Sutanto H Asmarawati TP Barlian Effendi G Effectiveness of COVID-19 vaccines against SARS-CoV-2 Omicron variant (B.1.1.529): a systematic review with meta-analysis and meta-regression Vaccines (Basel) 2022 10 2180 10.3390/vaccines10122180 36560590 PMC9783108
61. Wang L Berger NA Xu R Risks of SARS-CoV-2 breakthrough infection and hospitalization in fully vaccinated patients with multiple myeloma JAMA Netw Open 2021 4 e2137575 10.1001/jamanetworkopen.2021.37575 34812850 PMC8611483
62. Rooney A Bivona C Liu B Streeter D Gong H Khan Q Risk of SARS-CoV-2 breakthrough infection in vaccinated cancer patients: a retrospective cohort study J Hematol Oncol 2022 15 67 10.1186/s13045-022-01290-8 35597960 PMC9123710
63. Sgherza N Curci P Rizzi R Attolico I Loconsole D Mestice A SARS-CoV-2 infection in fully vaccinated patients with multiple myeloma Blood Cancer J 2021 11 201 10.1038/s41408-021-00597-y 34907155 PMC8669415
64. Wang L Kaelber DC Xu R Berger NA COVID-19 breakthrough infections, hospitalizations and mortality in fully vaccinated patients with hematologic malignancies: a clarion call for maintaining mitigation and ramping-up research Blood Rev 2022 54 100931 10.1016/j.blre.2022.100931 35120771 PMC8802493
65. Lee LYW, Tilby M, Starkey T, Ionescu MC, Burnett A, Hattersley R, et al. Association of SARS-CoV-2 spike protein antibody vaccine response with infection severity in patients with cancer: a national COVID cancer cross-sectional evaluation. JAMA Oncol. 2023;9:188–96. 10.1001/jamaoncol.2022.5974 PMC9936347 36547970
66. Ludwig H San-Miguel J Munshi N Sonneveld P Mateos MV Moreau P Covid-19 vaccination in patients with multiple myeloma: focus on immune response Am J Hematol 2021 96 896 900 10.1002/ajh.26263 34057243 PMC8212086
67. Terpos E Rajkumar SV Leung N Neutralizing antibody testing in patients with multiple myeloma following COVID-19 vaccination JAMA Oncol 2022 8 201 2 10.1001/jamaoncol.2021.5942 34854888
68. Nooka AK Shanmugasundaram U Cheedarla N Verkerke H Edara VV Valanparambil R Determinants of neutralizing antibody response after SARS CoV-2 vaccination in patients with myeloma J Clin Oncol 2022 40 3057 64 10.1200/JCO.21.02257 35259002 PMC9462534
69. Cromer D Steain M Reynaldi A Schlub TE Wheatley AK Juno JA Neutralising antibody titres as predictors of protection against SARS-CoV-2 variants and the impact of boosting: a meta-analysis Lancet Microbe 2022 3 e52 61 10.1016/S2666-5247(21)00267-6 34806056 PMC8592563
70. Khoury DS Cromer D Reynaldi A Schlub TE Wheatley AK Juno JA Neutralizing antibody levels are highly predictive of immune protection from symptomatic SARS-CoV-2 infection Nat Med 2021 27 1205 11 10.1038/s41591-021-01377-8 34002089
71. Van Oekelen O Gleason CR Agte S Srivastava K Beach KF Aleman A Highly variable SARS-CoV-2 spike antibody responses to two doses of COVID-19 RNA vaccination in patients with multiple myeloma Cancer Cell 2021 39 1028 30 10.1016/j.ccell.2021.06.014 34242572 PMC8238657
72. Avivi I Balaban R Shragai T Sheffer G Morales M Aharon A Humoral response rate and predictors of response to BNT162b2 mRNA COVID19 vaccine in patients with multiple myeloma Br J Haematol 2021 195 186 93 10.1111/bjh.17608 34196388 PMC8444771
73. Marchesi F Pimpinelli F Sperandio E Papa E Falcucci P Pontone M The 12-week kinetics of anti-SARS-CoV-2 antibodies in different haematological cancers after vaccination with BNT162b2 Br J Haematol 2022 196 362 7 10.1111/bjh.17821 34490627 PMC8653015
74. Pimpinelli F Marchesi F Piaggio G Giannarelli D Papa E Falcucci P Fifth-week immunogenicity and safety of anti-SARS-CoV-2 BNT162b2 vaccine in patients with multiple myeloma and myeloproliferative malignancies on active treatment: preliminary data from a single institution J Hematol Oncol 2021 14 81 10.1186/s13045-021-01090-6 34001183 PMC8128283
75. Bird S Panopoulou A Shea RL Tsui M Saso R Sud A Response to first vaccination against SARS-CoV-2 in patients with multiple myeloma Lancet Haematol 2021 8 e389 92 10.1016/S2352-3026(21)00110-1 33887255 PMC8055205
76. Terpos E Trougakos IP Gavriatopoulou M Papassotiriou I Sklirou AD Ntanasis-Stathopoulos I Low neutralizing antibody responses against SARS-CoV-2 in older patients with myeloma after the first BNT162b2 vaccine dose Blood 2021 137 3674 6 10.1182/blood.2021011904 33861315 PMC8061093
77. Terpos E Gavriatopoulou M Ntanasis-Stathopoulos I Briasoulis A Gumeni S Malandrakis P The neutralizing antibody response post COVID-19 vaccination in patients with myeloma is highly dependent on the type of anti-myeloma treatment Blood Cancer J 2021 11 138 10.1038/s41408-021-00530-3 34341335 PMC8327056
78. Stampfer SD Goldwater MS Jew S Bujarski S Regidor B Daniely D Response to mRNA vaccination for COVID-19 among patients with multiple myeloma Leukemia 2021 35 3534 41 10.1038/s41375-021-01354-7 34326466 PMC8320411
79. Ramasamy K Sadler R Jeans S Varghese S Turner A Larham J COVID symptoms, testing, shielding impact on patient-reported outcomes and early vaccine responses in individuals with multiple myeloma Br J Haematol 2022 196 95 8 10.1111/bjh.17764 34341984 PMC8444854
80. Ghandili S Schonlein M Lutgehetmann M Schulze Zur Wiesch J Becher H Bokemeyer C Post-vaccination anti-SARS-CoV-2-antibody response in patients with multiple myeloma correlates with low CD19+B-lymphocyte count and anti-CD38 treatment Cancers (Basel) 2021 13 3800 10.3390/cancers13153800 34359701 PMC8345197
81. Lockmer S Uttervall K Kashif M Svard C Malmsten K Fletcher-Torres E Antibody response to COVID-19 mRNA vaccine (Comirnaty) in myeloma patients treated with high-dose melphalan and/or immunotherapy Am J Hematol 2021 96 E443 6 10.1002/ajh.26348 34524709 PMC8646781
82. Schiller Salton N Szwarcwort M Tzoran I Horowitz NA Zuckerman T Horesh N Attenuated humoral immune response following anti-SARS-CoV-2 vaccine in heavily pretreated patients with multiple myeloma and AL amyloidosis Am J Hematol 2021 96 E475 8 10.1002/ajh.26373 34622495 PMC8646558
83. Chan WY Howells L Wilson W Sanchez E Ainley L Chavda SJ Serological response to the BNT162b2 mRNA or ChAdOx1 nCoV-19 COVID-19 vaccine after first and second doses in patients with plasma cell disorders: influence of host and disease factors Br J Haematol 2022 196 e21 6 10.1111/bjh.17864 34632575 PMC8652995
84. Salvini M Maggi F Damonte C Mortara L Bruno A Mora B Immunogenicity of anti-SARS-CoV-2 Comirnaty vaccine in patients with lymphomas and myeloma who underwent autologous stem cell transplantation Bone Marrow Transpl 2022 57 137 9 10.1038/s41409-021-01487-4 PMC8504426 34635796
85. Bitoun S Henry J Vauloup-Fellous C Dib N Belkhir R Mouna L Response to COVID-19 mRNA vaccination in multiple myeloma is conserved but impaired compared to controls J Hematol Oncol 2021 14 166 10.1186/s13045-021-01183-2 34645504 PMC8512646
86. Chung DJ Shah GL Devlin SM Ramanathan LV Doddi S Pessin MS Disease- and therapy-specific impact on humoral immune responses to COVID-19 vaccination in hematologic malignancies Blood Cancer Disco 2021 2 568 76 10.1158/2643-3230.BCD-21-0139 PMC8580617 34778797
87. Rahav G Lustig Y Lavee J Ohad B Magen H Hod T BNT162b2 mRNA COVID-19 vaccination in immunocompromised patients: a prospective cohort study EClinicalMedicine 2021 41 101158 10.1016/j.eclinm.2021.101158 34693234 PMC8520708
88. Shah MR Gabel A Beers S Salaru G Lin Y Cooper DL COVID-19 vaccine responses in patients with plasma cell dyscrasias after complete vaccination Clin Lymphoma Myeloma Leuk 2022 22 e321 6 10.1016/j.clml.2021.11.001 34872881 PMC8580561
89. Ghandili S Schonlein M Wiessner C Becher H Lutgehetmann M Brehm TT Lymphocytopenia and anti-CD38 directed treatment impact the serological SARS-CoV-2 response after prime boost vaccination in patients with multiple myeloma J Clin Med 2021 10 5499 10.3390/jcm10235499 34884200 PMC8658197
90. Henriquez S Zerbit J Bruel T Ouedrani A Planas D Deschamps P Anti-CD38 therapy impairs SARS-CoV-2 vaccine response against alpha and delta variants in patients with multiple myeloma Blood 2022 139 942 6 10.1182/blood.2021013714 34905598 PMC8674107
91. Konishi Y Sklavenitis-Pistofidis R Yue H Ferrari F Redd RA Lightbody ED Attenuated response to SARS-CoV-2 vaccine in patients with asymptomatic precursor stages of multiple myeloma and Waldenstrom macroglobulinemia Cancer Cell 2022 40 6 8 10.1016/j.ccell.2021.12.003 34895486 PMC8654583
92. Greenberg RS Ruddy JA Boyarsky BJ Werbel WA Garonzik-Wang JM Segev DL Safety and antibody response to two-dose SARS-CoV-2 messenger RNA vaccination in patients with multiple myeloma BMC Cancer 2021 21 1354 10.1186/s12885-021-09097-5 34961488 PMC8711688
93. Haggenburg S Lissenberg-Witte BI van Binnendijk RS den Hartog G Bhoekhan MS Haverkate NJE Quantitative analysis of mRNA-1273 COVID-19 vaccination response in immunocompromised adult hematology patients Blood Adv 2022 6 1537 46 10.1182/bloodadvances.2021006917 35114690 PMC8816838
94. Terao T Yamashita T Fukumoto A Kamura Y Ikeda D Kuzume A Low clinical protective response to SARS-CoV-2 mRNA COVID-19 vaccine in patients with multiple myeloma Int J Hematol 2022 115 737 47 10.1007/s12185-022-03300-4 35190963 PMC8860256
95. Hoornaert E Dachy F Hansenne A Bailly S van Maanen A Gruson D COVID-19: impact of vaccination in myeloma patients Ann Hematol 2022 101 1607 8 10.1007/s00277-022-04799-7 35411439 PMC9001015
96. Abdallah AO Mahmoudjafari Z Atieh T Ahmed N Cui W Shune L Neutralizing antibody responses against SARS-CoV-2 in patients with plasma cell disorders who are on active treatment after two doses of mRNA vaccination Eur J Haematol 2022 109 458 64 10.1111/ejh.13826 35810359 PMC9350358
97. Zaleska J Kwasnik P Paziewska M Purkot J Szabelak A Jurek M Response to anti-SARS-CoV-2 mRNA vaccines in multiple myeloma and chronic lymphocytic leukemia patients Int J Cancer 2023 152 705 12 10.1002/ijc.34209 35830214 PMC9349960
98. Gung C McGuire R George M Abdulkareem A Belden KA Porcu P Antibody response to SARS-CoV-2 vaccination in patients with lymphoproliferative disorders and plasma cell dyscrasias: anti-lymphoma therapy as a predictive biomarker of response to vaccination Front Oncol 2022 12 840451 10.3389/fonc.2022.840451 35875166 PMC9300919
99. Ramasamy K Sadler R Jeans S Weeden P Varghese S Turner A Immune response to COVID-19 vaccination is attenuated by poor disease control and antimyeloma therapy with vaccine driven divergent T-cell response Br J Haematol 2022 197 293 301 10.1111/bjh.18066 35064676 PMC9306522
100. Pettine L, Bortolotti M, Fattizzo B, Da Via MC, Consonni D, Pompa A, et al. Response to SARS-CoV-2 vaccination and antibodies persistence in multiple myeloma patients. Hematol Oncol. 2023;41:210–12. 10.1002/hon.3051 PMC9350395 35851713
101. Dhakal B Abedin S Fenske T Chhabra S Ledeboer N Hari P Response to SARS-CoV-2 vaccination in patients after hematopoietic cell transplantation and CAR T-cell therapy Blood 2021 138 1278 81 10.1182/blood.2021012769 34339501 PMC8332674
102. Ehmsen S Asmussen A Jeppesen SS Nilsson AC Osterlev S Vestergaard H Antibody and T cell immune responses following mRNA COVID-19 vaccination in patients with cancer Cancer Cell 2021 39 1034 6 10.1016/j.ccell.2021.07.016 34348121 PMC8313483
103. Herzog Tzarfati K Gutwein O Apel A Rahimi-Levene N Sadovnik M Harel L BNT162b2 COVID-19 vaccine is significantly less effective in patients with hematologic malignancies Am J Hematol 2021 96 1195 203 10.1002/ajh.26284 34185336 PMC8420332
104. Agha ME Blake M Chilleo C Wells A Haidar G Suboptimal response to coronavirus disease 2019 messenger RNA vaccines in patients with hematologic malignancies: a need for vigilance in the postmasking era Open Forum Infect Dis 2021 8 ofab353 10.1093/ofid/ofab353 34337100 PMC8320282
105. Benda M Mutschlechner B Ulmer H Grabher C Severgnini L Volgger A Serological SARS-CoV-2 antibody response, potential predictive markers and safety of BNT162b2 mRNA COVID-19 vaccine in haematological and oncological patients Br J Haematol 2021 195 523 31 10.1111/bjh.17743 34346068 PMC8444745
106. Re D Barriere J Chamorey E Delforge M Gastaud L Petit E Low rate of seroconversion after mRNA anti-SARS-CoV-2 vaccination in patients with hematological malignancies Leuk Lymphoma 2021 62 3308 10 10.1080/10428194.2021.1957877 34308748
107. Chiarucci M Paolasini S Isidori A Guiducci B Loscocco F Capalbo M Immunological response against SARS-COV-2 after BNT162b2 vaccine administration is impaired in allogeneic but not in autologous stem cell transplant recipients Front Oncol 2021 11 737300 10.3389/fonc.2021.737300 34552880 PMC8451475
108. Maneikis K Sablauskas K Ringeleviciute U Vaitekenaite V Cekauskiene R Kryzauskaite L Immunogenicity of the BNT162b2 COVID-19 mRNA vaccine and early clinical outcomes in patients with haematological malignancies in Lithuania: a national prospective cohort study Lancet Haematol 2021 8 e583 92 10.1016/S2352-3026(21)00169-1 34224668 PMC8253543
109. Shapiro LC Thakkar A Gali R Gonzalez-Lugo JD Bazarbachi AH Rahman S High seroconversion rates amongst black and Hispanics with hematologic malignancies after SARS-CoV-2 vaccination Leuk Lymphoma 2022 63 2484 8 10.1080/10428194.2022.2074988 35593019
110. Marasco V Carniti C Guidetti A Farina L Magni M Miceli R T-cell immune response after mRNA SARS-CoV-2 vaccines is frequently detected also in the absence of seroconversion in patients with lymphoid malignancies Br J Haematol 2022 196 548 58 10.1111/bjh.17877 34649298 PMC8653177
111. Ito Y Honda A Kurokawa M COVID-19 mRNA vaccine in patients with lymphoid malignancy or anti-CD20 antibody therapy: a systematic review and meta-analysis Clin Lymphoma Myeloma Leuk 2022 22 e691 707 10.1016/j.clml.2022.03.012 35459624 PMC8958822
112. Mohan M Nagavally S Shah NN Michaelis L Chhabra S Souza AD Shorter interval between treatment and COVID immunization is associated with poor seroconversion in patients with hematological malignancies Clin Lymphoma Myeloma Leuk 2022 22 e495 7 10.1016/j.clml.2022.01.010 35148976 PMC8767926
113. Aleman A Van Oekelen O Upadhyaya B Beach K Kogan Zajdman A Alshammary H Augmentation of humoral and cellular immune responses after third-dose SARS-CoV-2 vaccination and viral neutralization in myeloma patients Cancer Cell 2022 40 441 3 10.1016/j.ccell.2022.03.013 35390296 PMC8983835
114. Susol O Hajkova B Zelena H Hajek R Third dose of COVID-19 vaccine restores immune response in patients with haematological malignancies after loss of protective antibody titres Br J Haematol 2022 197 302 5 10.1111/bjh.18073 35076937
115. Wagner A Garner-Spitzer E Schotta AM Orola M Wessely A Zwazl I SARS-CoV-2-mRNA booster vaccination reverses non-responsiveness and early antibody waning in immunocompromised patients - a phase four study comparing immune responses in patients with solid cancers, multiple myeloma and inflammatory bowel disease Front Immunol 2022 13 889138 10.3389/fimmu.2022.889138 35634285 PMC9133631
116. Thompson MA Hallmeyer S Fitzpatrick VE Liao Y Mullane MP Medlin SC Real-world third COVID-19 vaccine dosing and antibody response in patients with hematologic malignancies J Patient Cent Res Rev 2022 9 149 57 10.17294/2330-0698.1952 35935520 PMC9302908
117. Frankel AE, Capozzola T, Andrabi R, Ahn C, Zhou P, He WT, et al. The effects of an mRNA Covid-19 vaccine booster on immune responses in cancer-bearing veterans. Med Res Arch. 2022;10:10.18103/mra.v10i7.2932. 10.18103/mra.v10i7.2932. 10.18103/mra.v10i7.2932 PMC9670257 36405515
118. Enssle JC Campe J Buchel S Moter A See F Griessbaum K Enhanced but variant-dependent serological and cellular immune responses to third-dose BNT162b2 vaccination in patients with multiple myeloma Cancer Cell 2022 40 587 9 10.1016/j.ccell.2022.05.003 35588736 PMC9116569
119. Azeem MI, Nooka AK, Shanmugasundaram U, Cheedarla N, Potdar S, Manalo RJ, et al. Impaired SARS-CoV-2 variant neutralization and CD8+T cell responses following 3 doses of mRNA vaccines in myeloma: correlation with breakthrough infections. Blood Cancer Discov. 2022. 10.1158/2643-3230.BCD-22-0173 PMC9975771 36511813
120. Storti P Marchica V Vescovini R Franceschi V Russo L Notarfranchi L Immune response to SARS-CoV-2 mRNA vaccination and booster dose in patients with multiple myeloma and monoclonal gammopathies: impact of Omicron variant on the humoral response Oncoimmunology 2022 11 2120275 10.1080/2162402X.2022.2120275 36105747 PMC9467550
121. Rosati M Terpos E Bear J Burns R Devasundaram S Ntanasis-Stathopoulos I Low spike antibody levels and impaired BA.4/5 neutralization in patients with multiple myeloma or Waldenstrom’s macroglobulinemia after BNT162b2 booster vaccination Cancers (Basel) 2022 14 5816 10.3390/cancers14235816 36497296 PMC9737406
122. Faustini SE, Hall A, Brown S, Roberts S, Hill H, Stamataki Z, et al. Immune responses to COVID-19 booster vaccinations in intensively anti-CD38 antibody treated patients with ultra-high-risk multiple myeloma: results from the Myeloma UK (MUK) nine OPTIMUM trial. Br J Haematol. 2023. 10.1111/bjh.18714. Online ahead of print. 10.1111/bjh.18714 36895158
123. Enssle JC Campe J Schwenger A Wiercinska E Hellstern H Durrwald R Severe impairment of T-cell responses to BNT162b2 immunization in patients with multiple myeloma Blood 2022 139 137 42 10.1182/blood.2021013429 34657156 PMC8734828
124. Aleman A Upadhyaya B Tuballes K Kappes K Gleason CR Beach K Variable cellular responses to SARS-CoV-2 in fully vaccinated patients with multiple myeloma Cancer Cell 2021 39 1442 4 10.1016/j.ccell.2021.09.015 34706273 PMC8523488
125. Terao T Naduka T Ikeda D Fukumoto A Kamura Y Kuzume A Depletion of CD38-positive regulatory T cells by anti-CD38 monoclonal antibodies induces a durable response to SARS-CoV-2 vaccination in patients with plasma cell dyscrasia Br J Haematol 2022 197 417 21 10.1111/bjh.18079 35172374 PMC9111412
126. Keppler-Hafkemeyer A, Greil C, Wratil PR, Shoumariyeh K, Stern M, Hafkemeyer A, et al. Potent high-avidity neutralizing antibodies and T cell responses after COVID-19 vaccination in individuals with B cell lymphoma and multiple myeloma. Nat Cancer. 2022. 10.1038/s43018-022-00502-x PMC9886553 36543907
127. Chung A Banbury B Vignali M Huang CY Asoori S Johnson R Antibody and T-cell responses by ultra-deep T-cell receptor immunosequencing after COVID-19 vaccination in patients with plasma cell dyscrasias Br J Haematol 2022 199 520 8 10.1111/bjh.18434 36041779 PMC9538250
128. Malato J, Ribeiro RM, Fernandes E, Leite PP, Casaca P, Antunes C, et al. Stability of hybrid versus vaccine immunity against BA.5 infection over 8 months. Lancet Infect Dis. 2023;23:148–150. 10.1016/S1473-3099(22)00833-7 PMC9815828 36620968
129. Rosati M Terpos E Agarwal M Karalis V Bear J Burns R Distinct neutralization profile of spike variants by antibodies induced upon SARS-CoV-2 infection or vaccination Am J Hematol 2022 97 E3 7 10.1002/ajh.26380 34674297 PMC8646236
130. Passamonti F Romano A Salvini M Merli F Porta MGD Bruna R COVID-19 elicits an impaired antibody response against SARS-CoV-2 in patients with haematological malignancies Br J Haematol 2021 195 371 7 10.1111/bjh.17704 34272724 PMC8444788
131. Chan WY Sanchez E Chavda SJ Lecat CSY Ainley L Xu K Development of antibody response to SARS-CoV-2 following asymptomatic infection in patients with plasma cell disorders on immunomodulatory therapy Br J Haematol 2021 194 857 61 10.1111/bjh.17441 34323287 PMC8444933
132. Gavriatopoulou M Terpos E Malandrakis P Ntanasis-Stathopoulos I Briasoulis A Gumeni S Myeloma patients with COVID-19 have superior antibody responses compared to patients fully vaccinated with the BNT162b2 vaccine Br J Haematol 2022 196 356 9 10.1111/bjh.17841 34528249 PMC8653218
133. Abella E Trigueros M Pradenas E Munoz-Lopez F Garcia-Pallarols F Ben Azaiz Ben Lahsen R Efficacy of SARS-CoV-2 vaccination in patients with monoclonal gammopathies: a cross sectional study Life Sci Alliance 2022 5 e202201479 10.26508/lsa.202201479 35961779 PMC9375155
134. Branagan AR Duffy E Gan G Li F Foster C Verma R Tandem high-dose influenza vaccination is associated with more durable serologic immunity in patients with plasma cell dyscrasias Blood Adv 2021 5 1535 9 10.1182/bloodadvances.2020003880 33683337 PMC7948269
135. Nguyen Y Flahault A Chavarot N Melenotte C Cheminant M Deschamps P Pre-exposure prophylaxis with tixagevimab and cilgavimab (Evusheld) for COVID-19 among 1112 severely immunocompromised patients Clin Microbiol Infect 2022 28 1654.e1651 4 10.1016/j.cmi.2022.07.015 PMC9340091 35926762
136. Food and Drug Administration. FDA releases important information about risk of COVID-19 due to certain variants not neutralized by Evusheld. 2023. Available at: https://www.fda.gov/drugs/drug-safety-and-availability/fda-releases-important-information-about-risk-covid-19-due-certain-variants-not-neutralized-evusheld . Accessed January 15, 2023.
137. Bruno G Giotta M Perelli S De Vita G Bartolomeo N Buccoliero GB Early access to oral antivirals in high-risk outpatients: good weapons to fight COVID-19 Viruses 2022 14 2514 10.3390/v14112514 36423123 PMC9695104
138. Wong CKH Au ICH Lau KTK Lau EHY Cowling BJ Leung GM Real-world effectiveness of molnupiravir and nirmatrelvir plus ritonavir against mortality, hospitalisation, and in-hospital outcomes among community-dwelling, ambulatory patients with confirmed SARS-CoV-2 infection during the omicron wave in Hong Kong: an observational study Lancet 2022 400 1213 22 10.1016/S0140-6736(22)01586-0 36216007 PMC9539539
139. Butler CC, Hobbs FDR, Gbinigie OA, Rahman NM, Hayward G, Richards DB, et al. Molnupiravir plus usual care versus usual care alone as early treatment for adults with COVID-19 at increased risk of adverse outcomes (PANORAMIC): an open-label, platform-adaptive randomised controlled trial. Lancet. 2023;401:281–93. 10.1016/S0140-6736(22)02597-1 PMC9779781 36566761
140. Wong GL Yip TC Lai MS Wong VW Hui DS Lui GC Incidence of viral rebound after treatment with nirmatrelvir-ritonavir and molnupiravir JAMA Netw Open 2022 5 e2245086 10.1001/jamanetworkopen.2022.45086 36472873 PMC9856258
141. Takashita E Yamayoshi S Simon V van Bakel H Sordillo EM Pekosz A Efficacy of antibodies and antiviral drugs against Omicron BA.2.12.1, BA.4, and BA.5 subvariants N. Engl J Med 2022 387 468 70 10.1056/NEJMc2207519 35857646 PMC9342381
142. Vangeel L Chiu W De Jonghe S Maes P Slechten B Raymenants J Remdesivir, molnupiravir and nirmatrelvir remain active against SARS-CoV-2 Omicron and other variants of concern Antivir Res 2022 198 105252 10.1016/j.antiviral.2022.105252 35085683 PMC8785409
143. Spiliopoulou V, Ntanasis-Stathopoulos I, Malandrakis P, Gavriatopoulou M, Theodorakakou F, Fotiou D, et al. Oral antivirals ritonavir-nirmatrelvir and molnupiravir are highly effective in patients with multiple myeloma and COVID-19; a single-center, prospective study. 19th International Myeloma Society Annual Meeting 2022, Los Angeles, California. Abstract P-161.
144. Bruno G Perelli S Palazzo G De Vita G Buccoliero GB Oral antivirals against Sars-CoV-2 in multiple myeloma outpatients: a case series Recent Prog Med 2023 114 815 7 10.1701/3939.39230 36573533
145. Beigel JH Tomashek KM Dodd LE Mehta AK Zingman BS Kalil AC Remdesivir for the treatment of Covid-19 - final report N. Engl J Med 2020 383 1813 26 10.1056/NEJMoa2007764 32445440 PMC7262788
146. Gottlieb RL Vaca CE Paredes R Mera J Webb BJ Perez G Early remdesivir to prevent progression to severe Covid-19 in outpatients N. Engl J Med 2022 386 305 15 10.1056/NEJMoa2116846 34937145 PMC8757570
147. Li M Beck EJ Laeyendecker O Eby Y Tobian AAR Caturegli P Convalescent plasma with a high level of virus-specific antibody effectively neutralizes SARS-CoV-2 variants of concern Blood Adv 2022 6 3678 83 10.1182/bloodadvances.2022007410 35443020 PMC9023079
148. Hueso T Godron AS Lanoy E Pacanowski J Levi LI Gras E Convalescent plasma improves overall survival in patients with B-cell lymphoid malignancy and COVID-19: a longitudinal cohort and propensity score analysis Leukemia 2022 36 1025 34 10.1038/s41375-022-01511-6 35105946 PMC8805670
149. Filippatos C, Ntanasis-Stathopoulos I, Sekeri K, Ntanasis-Stathopoulos A, Gavriatopoulou M, Psaltopoulou T, et al. Convalescent plasma therapy for COVID-19: a systematic review and meta-analysis on randomized controlled trials. Viruses. 2023;15:765. 10.3390/v15030765 PMC10054551 36992474
150. Gavriatopoulou M Ntanasis-Stathopoulos I Korompoki E Fotiou D Migkou M Tzanninis IG Emerging treatment strategies for COVID-19 infection Clin Exp Med 2021 21 167 79 10.1007/s10238-020-00671-y 33128197 PMC7598940
151. Asteris PG Kokoris S Gavriilaki E Tsoukalas MZ Houpas P Paneta M Early prediction of COVID-19 outcome using artificial intelligence techniques and only five laboratory indices Clin Immunol 2023 246 109218 10.1016/j.clim.2022.109218 36586431 PMC9797218