BARKSDALE, Circuit Judge:
The challenges by Reymundo Montoya-Ortiz and Ruben Montoya-Lujan to their convictions and sentences for cocaine conspiracy and possession turn in large part on the use that can be made of evidence of prior similar acts. They contend, inter alia, that the evidence is insufficient to sustain their convictions. We AFFIRM.
I.
Montoya-Ortiz and Montoya-Lujan are first cousins. They were convicted for conspiracy to possess with the intent to distribute more than five kilograms of cocaine, in violation of 21 U.S.C. §§ 841(a)(1) and 846, and possession with the intent to distribute more than five kilograms of cocaine, in violation of 21 U.S.C. § 841(a)(1).1 Each was sentenced to life in prison.
II.
A.
Montoya-Ortiz and Montoya-Lujan contest the sufficiency of the evidence. Our [1173]*1173standard of review for such a contention is well established:
When a challenge is made to the sufficiency of the evidence supporting a conviction, this court must decide whether a rational trier of fact could have found that the evidence established guilt beyond a reasonable doubt. We must view the evidence in the light most favorable to the verdict, accepting all credibility choices and reasonable inferences made by the jury. The standard is the same whether the evidence is direct or circumstantial.
United States v. Gardea-Carrasco, 830 F.2d 41, 43-44 (5th Cir.1987) (footnotes omitted). It is equally well established that “[i]t is not necessary that the evidence exclude every reasonable hypothesis of innocence or be wholly inconsistent with every conclusion except that of guilt.... A jury is free to choose among reasonable constructions of the evidence.” United States v. Bell, 678 F.2d 547, 549 (5th Cir.1982), aff'd, 462 U.S. 356, 103 S.Ct. 2398, 76 L.Ed.2d 638 (1983).
“To establish a conspiracy under 21 U.S.C. § 846, the government must prove ‘that a conspiracy existed, that each co-defendant knew of the conspiracy, and that each co-defendant voluntarily joined in it.’ ” United States v. Simmons, 918 F.2d 476, 483-84 (5th Cir.1990) (quoting United States v. Molinar-Apodaca, 889 F.2d 1417, 1423 (5th Cir.1989)). Proof of a formal agreement is not necessary; all that is required is proof beyond a reasonable doubt “[t]hat two or more persons in some way or manner, positively, or tacitly, came to a mutual understanding to try to accomplish a common and unlawful plan”. Id. at 484 (quoting United States v. Williams-Hendricks, 805 F.2d 496, 502 (5th Cir.1986)). “An agreement may be inferred from concert of action, participation from a ‘collocation of circumstances’ and knowledge from ‘surrounding circumstances’”. United States v. Rodriguez, 993 F.2d 1170, 1175 (5th Cir.1993).
For the substantive possession count, the Government is required to prove that a defendant knowingly possessed cocaine with the intent to distribute it. E.g., id. at 1175. “[Pjossession may be either actual or eon-structive”. United States v. Smith, 930 F.2d 1081, 1085 (5th Cir.1991). “‘Constructive possession’ has been defined as ownership, dominion, or control over the contraband itself, or dominion or control over the premises in which the contraband is concealed”. Id. (emphasis in original).
The vehicles used for the offenses in issue departed from Presidio, Texas. Montoya-Lujan contends that the Government failed to prove beyond a reasonable doubt that he knowingly and intentionally joined the conspiracy, maintaining that the evidence showed only that he was present in Presidio at the time of those offenses. He contends, further, that there is no evidence to show that he constructively possessed the cocaine. Montoya-Ortiz similarly contends that the evidence was insufficient to establish the requisite knowledge and intent for conspiracy and possession with the intent to distribute. The evidence, viewed in the light most favorable to the verdict, was as follows.
On the afternoon of October 17, 1990, a pickup truck, pulling a flat-bed trailer loaded with bales of hay, entered the primary inspection area of the United States Border Patrol checkpoint south of Marfa, Texas. It was driven by Montoya-Ortiz; Jesus Ramos-Calderon (a/k/a Chuy) was a passenger.2 Ramos-Calderon was known to Border Patrol agents to be involved in narcotics trafficking. The truck was referred to the secondary inspection area and a canine inspection was conducted. Although the dog showed interest in the bales of hay, no contraband was found. Montoya-Ortiz and Ramos-Calderon were taken inside the checkpoint trailer and interviewed. Montoya-Ortiz stated that they had come to Presidio to get hay at the Mario Pando Farm, downriver from Presidio, for his race horses, and that he leased the farm. There was evidence that, in the Presidio area, there is a Pando Farm that grows and sells alfalfa hay (the type on Montoya-Ortiz’s trailer). Other testimony established that quality hay could be purchased in New Mexico, less than an hour’s drive from Montoya-Ortiz’s home in Andrews, Texas. On the other hand, Presi-[1174]*1174dio is about a three-hour drive from Andrews.
About 15 or 20 minutes after the truck driven by Montoya-Ortiz entered the checkpoint, and while he and Ramos-Calderon were still inside the checkpoint trailer, a second pickup truck loaded with bales of hay entered the primary inspection area. The truck was driven by Edmundo Calixto Moreno; it, too, was referred to the secondary inspection area. During a canine inspection, the dog alerted, indicating narcotics on the truck. Border Patrol Agent Casteneda advised Moreno of his rights and told him that he was being placed under arrest. As Ramos-Calderon had instructed him to do, Moreno indicated that he did not know anything about any narcotics. He appeared to be very nervous, licking his lips and wiping his hands on his pants.
Moreno was taken to the checkpoint trailer, where Montoya-Ortiz and Ramos-Calderon were being interviewed. Although, in a space about 10 by 20 feet, Moreno had to pass within two feet of Ramos-Calderon and Montoya-Ortiz, they gave no indication that they recognized Moreno, and appeared to deliberately ignore him. Agent Casteneda testified that Moreno and Ramos-Calderon looked at each other, and Moreno then turned away from Ramos-Calderon so quickly he “thought he was going to snap his head off at his shoulders”.3 Moreno told Agent Casteneda that he was from Kermit, Texas, and had borrowed a truck to go to Presidio to purchase hay. He stated that he had gone to a ranch and asked a woman where to purchase it; she took him to another place where he purchased 35 bales.
The truck driven by Moreno was searched; and, when the bales of hay were removed from the truck bed, eight duffel bags containing 484 pounds of cocaine (approximately 220 kilograms, with a street value of $12 to $13 million) were discovered. After Moreno was confronted with the results of the search, he admitted that he had lied about a woman assisting him in purchasing hay. He stated that he had taken the truck to a motel in Presidio where others took the truck away from him and loaded it with hay and cocaine. The manager of the La Siesta Motel in Presi-dio testified that Moreno rented a room that day, and a receipt was introduced into evidence.
Moreno testified that Ramos-Calderon, who had been Moreno’s boss when they worked in an oil field, picked him up in Kermit, Texas, on the morning of October 17, and drove him to the La Siesta Motel in Presidio. Ramos-Calderon instructed Moreno to rent a room and wait for him while he loaded the truck with cocaine. Ramos-Calderon returned about 45 minutes later and told Moreno that the truck was ready. Then another truck, driven by Montoya-Ortiz, arrived. Moreno testified that he had no direct contact with Montoya-Ortiz, but that each saw the other. Ramos-Calderon told Moreno that he was going to ride with Montoya-Ortiz; Moreno was to drive Ramos-Calderon’s truck, with the cocaine. Moreno testified that Ramos-Calderon got into the passenger side of Montoya-Ortiz’s truck, Montoya-Ortiz said something to Ramos-Calderon, and Ramos-Calderon then turned around and told Moreno to let them (Montoya-Ortiz and Ramos-Calderon) go ahead and to wait 20 minutes before following them to Odessa.
A few minutes after Moreno was brought into the checkpoint trailer, Montoya-Ortiz and Ramos-Calderon were released. Subsequently, a registration check on the vehicle driven by Moreno revealed that it was registered to Ramos-Calderon. Border Patrol agents therefore contacted area law enforcement agencies for assistance in stopping Montoya-Ortiz and Ramos-Calderon. They were stopped outside of Balmorhea, Texas, by Deputy Sheriff Floyd Estrada. Estrada’s stepmother is Montoya-Ortiz’s aunt. Montoya-Ortiz recognized Estrada, and got out of the truck to greet him, calling him by his first name, “Flavio”. Montoya-Ortiz asked Estrada what was going on, and Estrada told him to keep his distance and that everything would be explained in time, because they were waiting for the Border Patrol to arrive [1175]*1175from Marfa. Estrada testified that Montoya-Ortiz appeared to be extremely nervous and kept looking around and asking what was going on.
Border Patrol Agent Mendoza arrived 10-15 minutes later and advised Ramos-Calderon that there was some indication that he was connected to a narcotics seizure at the Marfa checkpoint. Ramos-Calderon stated that he had recognized the vehicle at the checkpoint and knew that Moreno was driving it. Ramos-Calderon said that he had turned away when Moreno was brought into the checkpoint trailer, and that he had not seen him, but that, upon leaving the trailer, he recognized Moreno’s vehicle. Ramos-Calderon stated that the truck was registered in his name because, eight to nine months earlier, he had assisted Moreno in purchasing it. Ramos-Calderon told Agent Mendoza that Montoya-Ortiz had called him early that morning and had invited him to go with him to Presidio to get a load of hay.
While Agent Mendoza questioned Ramos-Calderon, Deputy Estrada questioned Montoya-Ortiz. Montoya-Ortiz said that he had been to Presidio, bought hay, and was on his way back to Kermit with it. Montoya-Ortiz told Deputy Estrada that his uncle, Florenti-no Montoya, had helped him load the hay. The truck and trailer were searched, but no contraband was found. Ramos-Calderon was taken into custody, but Montoya-Ortiz was allowed to leave with his truck and the hay. Deputy Estrada testified that Montoya-Ortiz just “took off’, without even saying goodbye.
Based on his 14 years’ experience with the Border Patrol, Agent Mendoza testified that he is familiar with the “lead truek/load truck” concept. According to Agent Mendoza, generally the lead truck does not contain narcotics. He testified that, although there is generally some means of communication between the lead and load vehicles, the purpose of a lead vehicle is either to alert or to distract. If it is stopped, the load vehicle driver is alerted that law enforcement agents are out and about. No communication devices were found in the lead truck driven by Montoya-Ortiz. Agent Mendoza testified that, because of Ramos-Calderon’s reputation as a narcotics trafficker, his mere presence in the lead truck served as a distraction.
DEA Agent Mueller testified that the lead truck/load truck concept is a common practice used by narcotics smugglers. According to him, the lead truck can be anywhere from five minutes to an hour ahead of the load truck. He testified that, generally, the person who is in charge of the load will be in the lead truck so that there will be nothing to connect him to the load if it is intercepted by the authorities. He also testified that it is not unusual for persons who are more involved and powerful in a drug conspiracy to distance themselves from the drugs.
1.
None of the witnesses testified to having seen Montoya-Lujan on October 17. However, the manager of the La Siesta Motel identified Montoya-Lujan as having rented a room at the motel on October 16, for two persons, for two nights; check-out time was noon on October 18. The manager did not know who was staying with Montoya-Lujan. The motel has six rooms; Montoya-Lujan was in room 2; and Moreno rented room 4 on October 17. The manager also testified that Montoya-Lujan had stayed at his motel on several occasions prior to October 17.
Montoya-Lujan points out that there are only two motels in Presidio (the La Siesta being the least expensive), and that his presence there on October 17 is insufficient to establish his connection to the conspiracy or to show that he constructively possessed cocaine. If this were the only evidence against Montoya-Lujan, we would be inclined to agree; but, it is not. Agent Mueller testified that he was not surprised that Montoya-Lujan was not at the checkpoint on October 17, because it is common for the more powerful players in drug deals to distance themselves from the drugs. The most significant evidence of Montoya-Lujan’s consciousness of guilt is Moreno’s testimony that, while they were incarcerated together shortly before the trial, Montoya-Lujan approached Moreno and asked Moreno to deny knowing him (Montoya-Lujan) during the trial. In exchange, Montoya-Lujan offered to help Moreno’s family (a wife and four young chil[1176]*1176dren) when he got out, by giving them a car and some money.4
Over Montoya-Luj an's objection, evidence of prior similar acts was presented. See Fed.R.Evid. 404(b). Juan Gonzalez-King, who was serving a 97-month sentence for cocaine conspiracy and possession, testified that he had been in the narcotics business for eight years. He met Montoya-Lujan (nicknamed "Huero" 5) in 1990. In August 1990, they were together at a ranch in Mexico, and received by airplane 750 kilograms of cocaine from Columbia. Gonzalez and Montoya-Lujan brought the cocaine to Ojinaga, Chihuahua, Mexico, just across the Rio Grande from Presidio. Gonzalez testified that his job was to receive the airplane in Mexico, refuel it, and send it back to Colombia; Montoya-Luj an's group was in charge of transporting the cocaine from Mexico into the United States.
Gonzalez testified that 200 of the 750 kilograms were transported through Presidio to Odessa, Texas. During the transportation, approximately 27 kilograms were "lost"; Gonzalez testified that he asked Montoya-Lujan about the missing cocaine, and that he got part of it back. Gonzalez testified also that he never paid Montoya-Lujan for transporting cocaine, because Montoya-Lujan would pay himself by stealing part of the merchandise. Rodrigo Rodriguez, Gonzalez's direct superior, who was serving a five-year sentence for cocaine conspiracy, testified that in September 1990, he received 150 kilograms of cocaine from Montoya-Lujan at a motel in Odessa to transport to Houston.
Moreno testified that he had been in Presi-dio several times under similar circumstances, and that he had seen Montoya-Lu-jan in Presidio and in Odessa with regard to other cocaine deals. Moreno testified that, on September 26, 1990 (just three weeks prior to the October 17 seizure at the Marfa checkpoint), he moved a load of cocaine from Presidio, through the Marfa checkpoint, to Odessa, with Montoya-Lujan and Ramos-Calderon. He testified that they used the lead truck/load truck method, and used hay to conceal the cocaine, which was packed in duffel bags. Moreno drove the load truck, following Montoya-Lujan and Ramos-Cai-deron in the lead truck. Just outside Odessa, they dumped the hay and moved six duffel bags of cocaine from Ramos-Calderon's truck (the load vehicle) to Montoya-Lujan's Bronco (the lead vehicle). Moreno testified that he participated in transporting two loads in September 1990, for which he was paid $8,500 by Ramos-Calderon. Moreno expected to be paid for the October 17 load, but no set price had been established.6
Montoya-Lujan does not challenge on appeal the admission, under Rule 404(b), of the evidence of prior similar acts. Instead, he contends that the jury should not have considered that evidence, because there was no evidence that he participated in any of the events of October 17. Regarding the similar acts evidence, the jury was instructed as follows:
During this trial, you have heard evidence of acts of a defendant which may be similar to those charged in the indictment, but which were committed on other occasions. You must not consider any of this evidence in deciding if a defendant committed the acts charged in the indictment. However, you may consider this evidence for other, very limited, purposes.
If you find beyond a reasonable doubt from other evidence in this case that a defendant did commit the acts charged in the indictment, then you may consider evidence of the similar acts allegedly committed on other occasions to determine:
Whether a defendant had the state of mind or intent necessary to commit the crime charged in the indictment;
[1177]*1177or
Whether a defendant had a motive or the opportunity to commit the acts charged in the indictment;
or
Whether a defendant acted according to a plan or in preparation for commission of a crime;
or
Whether a defendant committed the acts for which he is on trial by accident or mistake.
These are the limited purposes for which any evidence of other similar acts may be considered.7
Accordingly, if the jury found beyond a reasonable doubt that the physical acts in issue were committed, it could consider the evidence of Montoya-Lujan’s prior similar acts to determine the state of mind with which he committed the acts in issue.8
Montoya-Lujan does not dispute the first element of a conspiracy — the existence of an agreement; but he contends that there is no evidence that he knew of the conspiracy or voluntarily joined it. The essence of a conspiracy is an agreement; proof of overt acts is not required to prove a conspiracy under 21 U.S.C. § 846. Each of the two disputed elements of the conspiracy charge involve Montoya-Lujan’s state of mind. Therefore, the jury properly could have considered evidence of Montoya-Lujan’s prior similar acts with respect to each of these two elements.
Based on the testimony of the La Siesta motel manager, the jury reasonably could have concluded that Montoya-Lujan was present in Presidio on October 17, registered at the same motel as Moreno. It is true, as the jury was instructed, that “mere presence together at the scene of a crime or close association will not alone support the inference of a conspiracy”.9 United States v. Simmons, 918 F.2d 476, 484 (5th Cir.1990) (emphasis added). But, presence “is a ‘significant factor to be considered within the context of the circumstances under which it occurs.’ ” United States v. Evans, 941 F.2d 267, 272 (5th Cir.) (quoting United States v. Medina, 887 F.2d 528, 533 (5th Cir.1989)), cert. denied, — U.S. —, 112 S.Ct. 451, 116 L.Ed.2d 468 (1991). “ ‘Circumstances altogether inconclusive, if separately considered, may, by their number and joint operation, ... be sufficient to constitute conclusive proof.’ ” United States v. Roberts, 913 F.2d 211, 218 (5th Cir.1990), cert. denied, — U.S. -, 111 S.Ct. 2264, 114 L.Ed.2d 716 (1991) (quoting United States v. Lechuga, 888 F.2d 1472, 1476 (5th Cir.1989)). The jury properly could have considered the evidence of Montoya-Lujan’s prior similar acts, including his previous stays at the La Siesta Motel, his previous trips to Presidio in connection with cocaine deals, and his involvement in transporting cocaine by methods substantially [1178]*1178identical to the one used on October 17, to determine that his presence at the La Siesta Motel on October 17 was not a mere coincidence, accident, or mistake, but was instead a part of concerted activity with Montoya-Ortiz, Ramos-Calderon, and Moreno in furtherance of the scheme to transport cocaine from Presidio.
Montoya-Lujan also contends that his conviction for possession with intent to distribute cocaine should be reversed, because the Government failed to establish possession, actual or constructive—i.e., there was no evidence that he controlled or had the power to control either the truck or the cocaine. We disagree. Although Montoya-Lujan’s presence at the La Siesta Motel is not enough, standing alone, to prove that he constructively possessed the cocaine, the jury properly could have considered his prior conduct to determine that he intended to exercise dominion and control over the cocaine that was being transported by others, and was in Presidio for that purpose. Montoya-Lujan’s attempt to persuade Moreno to testify untruthfully is further evidence of his consciousness of guilt with respect to the possession charge.
2.
Montoya-Ortiz contends that he was convicted solely because he went to the La Siesta Motel on October 17 and picked up Ramos-Calderon, and then went through the Marfa checkpoint about 20 minutes before Moreno. This is far from a correct characterization of the evidence.
For starters, although Moreno could not hear what Montoya-Ortiz said to Ramos-Calderon outside the La Siesta Motel, immediately before Ramos-Calderon gave Moreno his instructions about following their truck, the jury reasonably could have found, based on the sequence of events, that Montoya-Ortiz and Ramos-Calderon were conversing about instructing Moreno regarding how long he should wait before following them. Based on this evidence, a rational juror could have inferred that Montoya-Ortiz was aware of the lead truck/load truck plan for transporting the cocaine through the checkpoint, and voluntarily participated in it.
In addition, there was other evidence of Montoya-Ortiz’s guilt. He told the Border Patrol agents that he drove to Presidio (a three-hour drive from his home in Andrews) to purchase hay; but high-quality hay could be purchased in New Mexico (less than an hour’s drive from Andrews). “This Court has acknowledged that a ‘less-than-credible explanation’ for a defendant’s actions is ‘part of the overall circumstantial evidence from which possession and knowledge may be inferred’ ”. United States v. Diaz-Carreon, 915 F.2d 951, 955 (5th Cir.1990). And, despite the fact that he had seen Moreno outside the La Siesta Motel earlier in the day, there was evidence that Montoya-Ortiz deliberately ignored Moreno when Moreno was brought into the checkpoint trailer. Montoya-Ortiz’s extreme nervousness when stopped by his relative, Deputy Estrada, near Balmorhea, and the fact that he did not even say goodbye to his relative after Ramos-Calderon was taken into custody, are further evidence of his consciousness of guilt.
In sum, viewing the evidence and the inferences that may be drawn from it in the light most favorable to the verdict, we conclude that a rational trier of fact could have found the essential elements of the offenses beyond a reasonable doubt.
B.
Montoya-Lujan contends that his conviction must be reversed because the prosecutor impermissibly commented on his failure to testify. The Fifth Amendment “prohibits a prosecutor from commenting directly or indirectly on a defendant’s failure to testify” in a criminal ease. United States v. Wade, 931 F.2d 300, 305 (5th Cir.) (quoting United States v. Smith, 890 F.2d 711, 717 (5th Cir.1989)), cert. denied, — U.S. -, 112 S.Ct. 247, 116 L.Ed.2d 202 (1991). “The test for determining if a constitutional violation has occurred is whether ‘the language used was manifestly intended or was of such character that the jury would naturally and necessarily take it to be a comment on the failure of the accused to testify’”. United States v. Rocha, 916 F.2d 219, 232 (5th Cir.1990) (quoting Davis v. United States, 357 [1179]*1179F.2d 438, 441 (5th Cir.), cert. denied, 385 U.S. 927, 87 S.Ct. 284, 17 L.Ed.2d 210 (1966)), cert. denied, - U.S. -, 111 S.Ct. 2057, 114 L.Ed.2d 462 (1991). And, "the comments complained of must be viewed within the context of the trial in which they are made". United States v. Dula, 989 F.2d 772, 776 (5th Cir.1993). Reversal is not warranted unless the improper comment had "a clear effect on the jury". United States v. Rocha, 916 F.2d at 232.
During cross-examination, counsel for Montoya-Ortiz asked Moreno:
Is there any other person that you know of that can corroborate your story about you being in Presidio and about Reymundo [Montoya-Ortiz] pulling up in his truck and Mr. Ramos[-Calderon] getting out of your truck and getting into his truck, anybody else that can corroborate your story that you know of?
Moreno answered "No, sir." On redirect, the prosecutor asked Moreno:
[Montoya-Ortiz's counsel] or [Montoya-Lujan's counsel] asked you if there was anybody who could corroborate your testimony about being down in Presidio and doing these coke deals. Could Mr. Ruben Montoya[-Lujan] corroborate your testimony?
Montoya-Lujan's counsel objected, contending that the prosecutor was referring to the fact that Montoya-Lujan had not testified. The court instructed the jury that "[tjhe defendant has no burden at all, and the jury will recognize that. The defendant does not have to prove his innocence. . .
There is no evidence that the prosecutor's question was manifestly intended as a comment on Montoya-Luj an's failure to testify; nor does Montoya-Lujan expressly charge such intent. The comment complained of occurred during presentation of the Government's case-in-chief, prior to when Montoya-Lujan would have testified, had he elected to do so. Considering the context and timing of the question, we conclude that the jury would not naturally and necessarily have interpreted the question as a comment on Montoya-Lujan's failure to testi~r.
Moreover, the district court instructed the jury, both in response to Montoya-Lujan's objection and in its charge, that Montoya-Lujan was not required to prove his innocence, that he had a right not to testify, and that the jury could not consider his failure to testify. Even assuming the prosecutor's remark could be interpreted as a comment on Montoya-Lujan's failure to testi~r, any harm resulting from the remark was cured by the court's instructions. See United States v. Dula,, 989 F.2d at 777.
C.
Both of the Appellants raise several issues regarding sentencing. We "will uphold a sentence unless it was imposed in violation of law; imposed as a result of an incorrect application of the sentencing guidelines; or outside the range of the applicable sentencing guideline and is unreasonable." United States v. Haymer, 995 F.2d 550, 552 (5th Cir.1993) (quoting United States v. Howard, 991 F.2d 195, 199 (5th Cir.1993)). "Errors of law in applying the Sentencing Guidelines are fully reviewable on appeal." United States v. Rocha, 916 F.2d at 242. But, "findings of fact are entitled to considerable deference under the clearly erroneous standard of review." Id. See United States v. Robins, 978 F.2d 881, 889 (5th Cir.1992) ("The clearly erroneous standard applies to the factual determination of what quantity of drugs is implicated by the crime under consideration by the sentencing court"); United States v. Watson, 988 F.2d 544, 550 (5th Cir.1993) ("We review a district court's finding that a defendant was an organizer or leader under the clearly erroneous standard"). "[T]he district court need only determine its factual findings at sentencing by a preponderance of the relevant and sufficiently reliable evidence". United States v. Angulo, 927 F.2d 202, 205 (5th Cir.1991) (internal quotation marks and citation omitted).
Montoya-Lujan contends that he was denied due process because the district court based its calculation of his base offense level on unreliable information regarding drug [1180]*1180quantities involved in unadjudicated extraneous offenses.
"Due process does require that information relied upon when determining an appropriate sentence have some minimal indicium of reliability and bear some rational relationship to the decision to impose a particular sentence." United States v. Angulo, 927 F.2d at 204 (internal quotation marks and citation omitted). "The guidelines provide that in resolving any disputed fact the court may consider any information that has `sufficient indicia of reliability to support its probable accuracy' ". Id. at 204-05 (citing U.S.S.G. § GA1.3, p.s.). "[A] presentence report generally bears sufficient indicia of reliability to be considered as evidence by the trial court in making the factual determinations required by the Guidelines. And it is proper for the district court to rely on a presentence report's construction of evidence to resolve a factual dispute, rather than relying on the defendant's version of the facts". United States v. Robins, 978 F.2d at 889.
The PSR states that, based on the DEA's investigation, Agent Mueller was of the opinion that the cocaine seized on October 17 was part of the 750-kilogram shipment from Colombia that Montoya-Lujan received in Mexico in August 1990. And, Agent Mueller testified at trial, based on his 20 years of experience with the DEA, including being stationed in Bogota, Colombia, for five years, that the cocaine seized on October 17 was 94% pure, industrial strength, cocaine that came straight from the laboratory; he opined that the source was the Medellin Cartel in Colombia.
Montoya-Lujan did not produce any evidence to contradict Agent Mueller's conclusion, and did not attempt to question Agent Mueller or the probation officer at the sentencing hearing. In light of the evidence regarding Montoya-Lujan's involvement with shipments of cocaine into the United States following the delivery of the 750-kilogram load to Mexico, and the temporal proximity between the shipment of the 750-kilogram load in August 1990 and the 220-kilogram seizure on October 17, we conclude that Agent Mueller's opinion is sufficiently reliable to support its probable accuracy. Montoya-Lujan's due process rights were not violated.
Pursuant to U.S.S.G. § 3B1.1, four points are added to the offense level if the defendant was an organizer or leader of criminal activity that involved five or more participants or was otherwise extensive. Each Appellant challenges receiving this adjustment, contending that the underlying leadership role finding was improperly based on unreliable evidence of collateral unadjudicated offenses.
(a)
For his challenge to this finding, Montoya-Lujan contends again that he was denied due process. The probation officer's leadership conclusion concerning Montoya-Lujan was based on information provided to the probation officer by the United States Attorney and the DEA.
As stated, Agent Mueller's opinion that the 220 kilograms of cocaine seized on October 17 were part of the 750-kilogram load received by Montoya-Lujan in Mexico is sufficiently reliable to support its probable accuracy. At trial, there was testimony that Montoya-Lujan was in charge of transporting the 750 kilograms from Mexico into the United States. As also stated, although Agent Mueller was available to provide add-tional clarification, Montoya-Lujan did not question him or the probation officer at the sentencing hearing. We conclude that the finding regarding Montoya-Luj an's role in the offense is based on information that is sufficiently reliable to support its probable accuracy.
(b)
Montoya-Ortiz asserts that, instead of this upward adjustment, he should have received a two- or four-level decrease as either a minimal or a minor participant. In assessing a defendant's role in the offense, "[i]t is not the contours of the offense charged that defines the outer limits of the transaction; rather it is the contours of the underlying scheme itself'. United States v. [1181]*1181Mir, 919 F.2d 940, 945 (5th Cir.1990); see also U.S.S.G. § 3B1.1 introductory commentary (“The determination of a defendant’s role in the offense is to be made on the basis of all conduct within the scope of § 1B1.3 (Relevant Conduct), ... and not solely on the basis of elements and acts cited in the count of conviction”).
Accordingly, the district court was entitled to base its finding with respect to Montoya-Ortiz’s role in the offense on reliable information that Montoya-Ortiz’s involvement with the 220 kilograms of cocaine seized on October 17 was merely part of a larger scheme to distribute the 750 kilograms of cocaine shipped from Colombia to Mexico in August 1990. See United States v. Michelena-Orovio, 719 F.2d 738, 746 (5th Cir.1983) (en banc) (“Conspiracies to distribute narcotics have generally been considered to be prime examples of chain, or interconnected, conspiracies, in which a participant in a segment of the conspiracy may be convicted of participation in the whole”), cert. denied, 465 U.S. 1104, 104 S.Ct. 1605, 80 L.Ed.2d 135 (1984).
Montoya-Ortiz objected to the PSR’s finding regarding his role on the ground that his attorney had no information about the DEA identifying him as an organizer or leader of a substantial drug smuggling organization. However, he did not question either Agent Mueller or the probation officer at the sentencing hearing regarding that investigation, nor did he contend that the results of the DEA investigation were inaccurate or otherwise unreliable. Based on both the PSR and the evidence introduced at trial, we conclude that the district court did not clearly err in finding that Montoya-Ortiz occupied a leadership role in the offense.
3.
Montoya-Ortiz contends that the district court erred by increasing his offense level by two levels, pursuant to U.S.S.G. § 2Dl.l(b)(l), for possession of a dangerous weapon. He does not dispute that, during a search following the stop near Balmorhea on October 17, a Ruger .357 Magnum pistol was found in the cab of the truck he was driving. Instead, he asserts that the district court was precluded from considering evidence of the weapon at sentencing, because it had suppressed evidence of the weapon at trial.
Our court recently held that “[t]he exclusionary rule applicable to Fourth Amendment violations is generally inapplicable to the district court’s consideration of evidence for purposes of sentencing.” United States v. Robins, 978 F.2d at 891. Although the evidence about which Robins complained was not suppressed at trial, Robins relied in part on United States v. Torres, 926 F.2d 321, 325 (3d Cir.1991), which held that evidence suppressed at trial for violation of the Fourth Amendment may later be considered in determining a defendant’s base offense level under the Guidelines. Robins, 978 F.2d at 891-92. We agree.10
Along this line, the Sentencing Guidelines provide that “the court may consider relevant information without regard to its admissibility under the rules of evidence applicable [1182]*1182at trial, provided that the information has sufficient indicia of reliability to support its probable accuracy.” U.S.S.G. § 6A1.3(a). Montoya-Ortiz does not contend that there are insufficient indicia of reliability to support the probable accuracy of the evidence regarding the seized weapon. Accordingly, the district court did not err in considering the weapon for purposes of calculating Montoya-Ortiz’s offense level.
4.
Montoya-Ortiz asserts that his base offense level should have been 38, based only on the 220 kilograms of cocaine seized on October 17, 1990. In the PSR, however, the probation officer found the level to be 40, based on 500-1,500 kilograms of cocaine. The district court overruled Montoya-Ortiz’s objections to being held accountable for more than the 220 kilograms. Montoya-Ortiz contends again that the district court erred in finding that he had participated in other extraneous cocaine-related offenses, and in using quantities of cocaine involved in those offenses to determine his base offense level. Finally, he contends, albeit for the first time on appeal, that the district court erred by failing to make a specific finding that quantities of cocaine other than the 220 kilograms for which he was convicted were reasonably foreseeable to him.
We need not decide this issue, because even if the district court had considered only the 220 kilograms seized on October 17, We conclude that the same sentence would have been imposed. Accordingly, error, if any, in considering additional quantities of cocaine, and the lack of a finding on those additional quantities, was harmless. See United States v. Johnson, 961 F.2d 1188, 1189 (5th Cir.1992) (citing Williams v. United States, — U.S. -, -, 112 S.Ct. 1112, 1120-21, 117 L.Ed.2d 341 (1992)) (remand for re-sentencing is unnecessary if “the district court would have imposed the same sentence”).
As stated by Montoya-Ortiz, and based on the 220 kilograms, his base offense level would have been 38. U.S.S.G. § 2Dl.l(c)(3). A base offense level of 38, plus a four-level increase for Montoya-Ortiz’s role as an organizer or leader, and a two-level increase for possession of a dangerous weapon, results in a total offense level of 44, one level above the highest level in the sentencing table. U.S.S.G. Ch. 5, pt. A (Sentencing Table). The Guidelines sentence for a defendant with a total offense level of 43 and a criminal history category of II is life imprisonment. Id. Therefore, error, if any, with respect to the quantity of cocaine for purposes of calculating Montoya-Ortiz’s base offense level was harmless.
III.
The convictions and sentences of both Appellants are
AFFIRMED.